Overview

Dataset statistics

Number of variables	140
Number of observations	52004
Missing cells	0
Missing cells (%)	0.0%
Total size in memory	55.5 MiB
Average record size in memory	1.1 KiB

Variable types

Text	1
Numeric	139

Alerts

`distinct_services_w1_2` is highly skewed (γ1 = -131.6535856)	Skewed
`customer_id` has unique values	Unique
`usage_app_facebook_daily_std_dev_w1_2` has unique values	Unique
`usage_app_youtube_daily_std_dev_w1_2` has unique values	Unique
`usage_app_other_std_dev_w1_2` has unique values	Unique
`data_usage_change_2wk` has unique values	Unique
`spend_change_2wk` has unique values	Unique
`usage_app_facebook_daily_total_w3_4` has 1224 (2.4%) zeros	Zeros
`usage_app_facebook_daily_active_days_w3_4` has 1224 (2.4%) zeros	Zeros
`usage_app_facebook_daily_avg_daily_w3_4` has 1224 (2.4%) zeros	Zeros
`usage_app_facebook_daily_median_w1_2` has 2607 (5.0%) zeros	Zeros
`usage_app_facebook_daily_median_w3_4` has 20833 (40.1%) zeros	Zeros
`usage_app_facebook_daily_std_dev_w3_4` has 1224 (2.4%) zeros	Zeros
`usage_app_youtube_daily_total_w3_4` has 1319 (2.5%) zeros	Zeros
`usage_app_youtube_daily_active_days_w3_4` has 1319 (2.5%) zeros	Zeros
`usage_app_youtube_daily_avg_daily_w3_4` has 1319 (2.5%) zeros	Zeros
`usage_app_youtube_daily_median_w1_2` has 2496 (4.8%) zeros	Zeros
`usage_app_youtube_daily_median_w3_4` has 20920 (40.2%) zeros	Zeros
`usage_app_youtube_daily_std_dev_w3_4` has 1319 (2.5%) zeros	Zeros
`usage_app_tiktok_daily_total_w3_4` has 1280 (2.5%) zeros	Zeros
`usage_app_tiktok_daily_active_days_w3_4` has 1280 (2.5%) zeros	Zeros
`usage_app_tiktok_daily_avg_daily_w3_4` has 1280 (2.5%) zeros	Zeros
`usage_app_tiktok_daily_median_w1_2` has 2529 (4.9%) zeros	Zeros
`usage_app_tiktok_daily_median_w3_4` has 20867 (40.1%) zeros	Zeros
`usage_app_tiktok_daily_std_dev_w3_4` has 1280 (2.5%) zeros	Zeros
`usage_app_whatsapp_daily_total_w3_4` has 1256 (2.4%) zeros	Zeros
`usage_app_whatsapp_daily_active_days_w3_4` has 1256 (2.4%) zeros	Zeros
`usage_app_whatsapp_daily_avg_daily_w3_4` has 1256 (2.4%) zeros	Zeros
`usage_app_whatsapp_daily_median_w1_2` has 2459 (4.7%) zeros	Zeros
`usage_app_whatsapp_daily_median_w3_4` has 20722 (39.8%) zeros	Zeros
`usage_app_whatsapp_daily_std_dev_w3_4` has 1256 (2.4%) zeros	Zeros
`usage_app_helakuru_daily_total_w3_4` has 1139 (2.2%) zeros	Zeros
`usage_app_helakuru_daily_active_days_w3_4` has 1139 (2.2%) zeros	Zeros
`usage_app_helakuru_daily_avg_daily_w3_4` has 1139 (2.2%) zeros	Zeros
`usage_app_helakuru_daily_median_w1_2` has 2535 (4.9%) zeros	Zeros
`usage_app_helakuru_daily_median_w3_4` has 20789 (40.0%) zeros	Zeros
`usage_app_helakuru_daily_std_dev_w3_4` has 1139 (2.2%) zeros	Zeros
`usage_app_other_total_w3_4` has 1227 (2.4%) zeros	Zeros
`usage_app_other_active_days_w3_4` has 1227 (2.4%) zeros	Zeros
`usage_app_other_avg_daily_w3_4` has 1227 (2.4%) zeros	Zeros
`usage_app_other_median_w1_2` has 2567 (4.9%) zeros	Zeros
`usage_app_other_median_w3_4` has 20854 (40.1%) zeros	Zeros
`usage_app_other_std_dev_w3_4` has 1227 (2.4%) zeros	Zeros
`usage_voice_d2d_incoming_total_w3_4` has 1291 (2.5%) zeros	Zeros
`usage_voice_d2d_incoming_active_days_w3_4` has 1291 (2.5%) zeros	Zeros
`usage_voice_d2d_incoming_avg_daily_w3_4` has 1291 (2.5%) zeros	Zeros
`usage_voice_d2d_incoming_median_w1_2` has 2504 (4.8%) zeros	Zeros
`usage_voice_d2d_incoming_median_w3_4` has 20913 (40.2%) zeros	Zeros
`usage_voice_d2d_incoming_std_dev_w3_4` has 1291 (2.5%) zeros	Zeros
`usage_voice_d2d_outgoing_total_w3_4` has 1195 (2.3%) zeros	Zeros
`usage_voice_d2d_outgoing_active_days_w3_4` has 1195 (2.3%) zeros	Zeros
`usage_voice_d2d_outgoing_avg_daily_w3_4` has 1195 (2.3%) zeros	Zeros
`usage_voice_d2d_outgoing_median_w1_2` has 2567 (4.9%) zeros	Zeros
`usage_voice_d2d_outgoing_median_w3_4` has 20956 (40.3%) zeros	Zeros
`usage_voice_d2d_outgoing_std_dev_w3_4` has 1195 (2.3%) zeros	Zeros
`usage_voice_nd2d_incoming_total_w3_4` has 1217 (2.3%) zeros	Zeros
`usage_voice_nd2d_incoming_active_days_w3_4` has 1217 (2.3%) zeros	Zeros
`usage_voice_nd2d_incoming_avg_daily_w3_4` has 1217 (2.3%) zeros	Zeros
`usage_voice_nd2d_incoming_median_w1_2` has 2531 (4.9%) zeros	Zeros
`usage_voice_nd2d_incoming_median_w3_4` has 20992 (40.4%) zeros	Zeros
`usage_voice_nd2d_incoming_std_dev_w3_4` has 1217 (2.3%) zeros	Zeros
`usage_voice_d2nd_outgoing_total_w3_4` has 1268 (2.4%) zeros	Zeros
`usage_voice_d2nd_outgoing_active_days_w3_4` has 1268 (2.4%) zeros	Zeros
`usage_voice_d2nd_outgoing_avg_daily_w3_4` has 1268 (2.4%) zeros	Zeros
`usage_voice_d2nd_outgoing_median_w1_2` has 2566 (4.9%) zeros	Zeros
`usage_voice_d2nd_outgoing_median_w3_4` has 20898 (40.2%) zeros	Zeros
`usage_voice_d2nd_outgoing_std_dev_w3_4` has 1268 (2.4%) zeros	Zeros
`usage_pack_data_total_w3_4` has 1181 (2.3%) zeros	Zeros
`usage_pack_data_active_days_w3_4` has 1181 (2.3%) zeros	Zeros
`usage_pack_data_avg_daily_w3_4` has 1181 (2.3%) zeros	Zeros
`usage_pack_data_median_w1_2` has 2549 (4.9%) zeros	Zeros
`usage_pack_data_median_w3_4` has 20942 (40.3%) zeros	Zeros
`usage_pack_data_std_dev_w3_4` has 1181 (2.3%) zeros	Zeros
`usage_pack_vas_total_w3_4` has 1194 (2.3%) zeros	Zeros
`usage_pack_vas_active_days_w3_4` has 1194 (2.3%) zeros	Zeros
`usage_pack_vas_avg_daily_w3_4` has 1194 (2.3%) zeros	Zeros
`usage_pack_vas_median_w1_2` has 2528 (4.9%) zeros	Zeros
`usage_pack_vas_median_w3_4` has 20609 (39.6%) zeros	Zeros
`usage_pack_vas_std_dev_w3_4` has 1194 (2.3%) zeros	Zeros
`messaging_data_w3_4` has 1256 (2.4%) zeros	Zeros
`pct_data_on_messaging_w3_4` has 1256 (2.4%) zeros	Zeros
`pct_spend_on_vas_w3_4` has 1194 (2.3%) zeros	Zeros
`change_in_distinct_services` has 39221 (75.4%) zeros	Zeros
`churn` has 39982 (76.9%) zeros	Zeros

Reproduction

Analysis started	2025-11-23 13:16:53.103133
Analysis finished	2025-11-23 13:17:04.712074
Duration	11.61 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

customer_id
Text

Unique

Distinct	52004
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	406.4 KiB

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	3328256
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	52004 ?
Unique (%)	100.0%

Sample

1st row	0000f727854b50bb95c054b39c1fe5c92e5ebcfa4bcb5dc279f56aa96a365e5a
2nd row	0001702d0abcdbeeb23f7c434aa6858030f365caf1464aa9c383837cba2f82a6
3rd row	0001ae52a920c36edc7ab364ea58a58ca725f0ad44c02ba74ecefe08bb2b91a3
4th row	0002511664bff302e40b19ed6872ad4390ac59901e55e2c81a9cc02b21de783a
5th row	0003dbd80ea9a5fb7a2efabdb984c5fa75450cda717e39853758fb19531a663b

Value	Count	Frequency (%)
0000f727854b50bb95c054b39c1fe5c92e5ebcfa4bcb5dc279f56aa96a365e5a	1	< 0.1%
00109a468f8c335eea92dee4e8a15bd97826f100995a14a7c1212d22fe7941af	1	< 0.1%
0025f0c3ede4ce6c611ad08e8ffc3d1db93416eb5a772d7ffcb0b3742c4eec09	1	< 0.1%
00253c3e61a798ba1b2de698c7b433f191ccfc31ed93e413ac40b06f6e655fca	1	< 0.1%
0023dbd9d0d319b3939054ee4cbd75f1c6a804b22d2f29c317b245543c0e8d6d	1	< 0.1%
0001ae52a920c36edc7ab364ea58a58ca725f0ad44c02ba74ecefe08bb2b91a3	1	< 0.1%
0002511664bff302e40b19ed6872ad4390ac59901e55e2c81a9cc02b21de783a	1	< 0.1%
0003dbd80ea9a5fb7a2efabdb984c5fa75450cda717e39853758fb19531a663b	1	< 0.1%
00049f6d0873b02d39ec46aeb294f1cc7c69305bbd172f46a01476c20d0458a9	1	< 0.1%
0005212086e5708f5e2a596558ba5fbf44e25fd47697e68cfa1a7dedffa02966	1	< 0.1%
Other values (51994)	51994	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
6	209085	6.3%
f	208531	6.3%
4	208431	6.3%
0	208347	6.3%
9	208295	6.3%
2	208103	6.3%
7	208097	6.3%
d	208062	6.3%
e	207902	6.2%
a	207897	6.2%
Other values (6)	1245506	37.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3328256	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
6	209085	6.3%
f	208531	6.3%
4	208431	6.3%
0	208347	6.3%
9	208295	6.3%
2	208103	6.3%
7	208097	6.3%
d	208062	6.3%
e	207902	6.2%
a	207897	6.2%
Other values (6)	1245506	37.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3328256	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
6	209085	6.3%
f	208531	6.3%
4	208431	6.3%
0	208347	6.3%
9	208295	6.3%
2	208103	6.3%
7	208097	6.3%
d	208062	6.3%
e	207902	6.2%
a	207897	6.2%
Other values (6)	1245506	37.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3328256	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
6	209085	6.3%
f	208531	6.3%
4	208431	6.3%
0	208347	6.3%
9	208295	6.3%
2	208103	6.3%
7	208097	6.3%
d	208062	6.3%
e	207902	6.2%
a	207897	6.2%
Other values (6)	1245506	37.4%

usage_app_facebook_daily_total_w1_2
Real number (ℝ)

Distinct	47968
Distinct (%)	92.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1168.308332

Minimum	59.7
Maximum	5825.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	59.7
5-th percentile	551.8055
Q1	780.565
median	1035.71
Q3	1344.0825
95-th percentile	2408.6005
Maximum	5825.46
Range	5765.76
Interquartile range (IQR)	563.5175

Descriptive statistics

Standard deviation	584.8479158
Coefficient of variation (CV)	0.5005938072
Kurtosis	5.252951348
Mean	1168.308332
Median Absolute Deviation (MAD)	276.45
Skewness	1.963091394
Sum	60756706.49
Variance	342047.0846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1357.73	4	< 0.1%
635.04	4	< 0.1%
1043.46	4	< 0.1%
1283.97	4	< 0.1%
1293.96	4	< 0.1%
871.9	4	< 0.1%
799.01	4	< 0.1%
810.51	4	< 0.1%
1092.75	4	< 0.1%
972.26	4	< 0.1%
Other values (47958)	51964	99.9%

Value	Count	Frequency (%)
59.7	1	< 0.1%
108.33	1	< 0.1%
140.48	1	< 0.1%
145.89	1	< 0.1%
171.03	1	< 0.1%

Value	Count	Frequency (%)
5825.46	1	< 0.1%
5629.17	1	< 0.1%
5470.37	1	< 0.1%
5465.11	1	< 0.1%
5298.76	1	< 0.1%

usage_app_facebook_daily_total_w3_4
Real number (ℝ)

Zeros

Distinct	47177
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	828.5278377

Minimum	0
Maximum	6205.67
Zeros	1224
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	50.339
Q1	299.66
median	689.46
Q3	1162.6225
95-th percentile	2163.741
Maximum	6205.67
Range	6205.67
Interquartile range (IQR)	862.9625

Descriptive statistics

Standard deviation	685.5327173
Coefficient of variation (CV)	0.8274106025
Kurtosis	2.701446861
Mean	828.5278377
Median Absolute Deviation (MAD)	422.5
Skewness	1.385580325
Sum	43086761.67
Variance	469955.1065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1224	2.4%
228.06	6	< 0.1%
622.44	5	< 0.1%
50.33	5	< 0.1%
92.85	4	< 0.1%
292.72	4	< 0.1%
496.62	4	< 0.1%
101.78	4	< 0.1%
134.38	4	< 0.1%
565	4	< 0.1%
Other values (47167)	50740	97.6%

Value	Count	Frequency (%)
0	1224	2.4%
0.05	1	< 0.1%
0.1	1	< 0.1%
0.19	1	< 0.1%
0.2	1	< 0.1%

Value	Count	Frequency (%)
6205.67	1	< 0.1%
5747.18	1	< 0.1%
5724.73	1	< 0.1%
5516.24	1	< 0.1%
5308.52	1	< 0.1%

usage_app_facebook_daily_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.84308899

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	8
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.747624701
Coefficient of variation (CV)	0.2533987043
Kurtosis	-1.132675708
Mean	10.84308899
Median Absolute Deviation (MAD)	3
Skewness	-0.2630010732
Sum	563884
Variance	7.549441497
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16023	30.8%
8	7476	14.4%
9	6540	12.6%
10	5531	10.6%
13	4093	7.9%
11	3505	6.7%
12	3216	6.2%
7	3013	5.8%
6	1552	3.0%
5	719	1.4%
Other values (4)	336	0.6%

Value	Count	Frequency (%)
1	2	< 0.1%
2	13	< 0.1%
3	82	0.2%
4	239	0.5%
5	719	1.4%

Value	Count	Frequency (%)
14	16023	30.8%
13	4093	7.9%
12	3216	6.2%
11	3505	6.7%
10	5531	10.6%

usage_app_facebook_daily_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.179793862

Minimum	0
Maximum	14
Zeros	1224
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.362110761
Coefficient of variation (CV)	0.4682739958
Kurtosis	-0.3755927177
Mean	7.179793862
Median Absolute Deviation (MAD)	2
Skewness	-0.04747787872
Sum	373378
Variance	11.30378877
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6878	13.2%
9	6438	12.4%
7	6094	11.7%
6	5704	11.0%
5	4087	7.9%
10	3979	7.7%
4	3103	6.0%
11	2688	5.2%
3	2614	5.0%
14	2582	5.0%
Other values (5)	7837	15.1%

Value	Count	Frequency (%)
0	1224	2.4%
1	2071	4.0%
2	2030	3.9%
3	2614	5.0%
4	3103	6.0%

Value	Count	Frequency (%)
14	2582	5.0%
13	1060	2.0%
12	1452	2.8%
11	2688	5.2%
10	3979	7.7%

usage_app_facebook_daily_avg_daily_w1_2
Real number (ℝ)

Distinct	47661
Distinct (%)	91.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.45059513

Minimum	4.264285714
Maximum	416.1042857
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	4.264285714
5-th percentile	39.41467857
Q1	55.75464286
median	73.97928571
Q3	96.00589286
95-th percentile	172.0428929
Maximum	416.1042857
Range	411.84
Interquartile range (IQR)	40.25125

Descriptive statistics

Standard deviation	41.77485113
Coefficient of variation (CV)	0.5005938072
Kurtosis	5.252951348
Mean	83.45059513
Median Absolute Deviation (MAD)	19.74642857
Skewness	1.963091394
Sum	4339764.749
Variance	1745.138187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.44714286	5	< 0.1%
92.42571429	4	< 0.1%
68.5	4	< 0.1%
69.36285714	4	< 0.1%
72.99	4	< 0.1%
74.43071429	4	< 0.1%
72.05571429	4	< 0.1%
54.225	4	< 0.1%
62.27857143	4	< 0.1%
45.36	4	< 0.1%
Other values (47651)	51963	99.9%

Value	Count	Frequency (%)
4.264285714	1	< 0.1%
7.737857143	1	< 0.1%
10.03428571	1	< 0.1%
10.42071429	1	< 0.1%
12.21642857	1	< 0.1%

Value	Count	Frequency (%)
416.1042857	1	< 0.1%
402.0835714	1	< 0.1%
390.7407143	1	< 0.1%
390.365	1	< 0.1%
378.4828571	1	< 0.1%

usage_app_facebook_daily_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	46951
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.18055983

Minimum	0
Maximum	443.2621429
Zeros	1224
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	3.595642857
Q1	21.40428571
median	49.24714286
Q3	83.04446429
95-th percentile	154.5529286
Maximum	443.2621429
Range	443.2621429
Interquartile range (IQR)	61.64017857

Descriptive statistics

Standard deviation	48.96662267
Coefficient of variation (CV)	0.8274106025
Kurtosis	2.701446861
Mean	59.18055983
Median Absolute Deviation (MAD)	30.17857143
Skewness	1.385580325
Sum	3077625.834
Variance	2397.730135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1224	2.4%
16.29	6	< 0.1%
35.47285714	5	< 0.1%
3.595	5	< 0.1%
36.22214286	5	< 0.1%
44.46	5	< 0.1%
21.38785714	4	< 0.1%
6.632142857	4	< 0.1%
29.52571429	4	< 0.1%
9.145	4	< 0.1%
Other values (46941)	50738	97.6%

Value	Count	Frequency (%)
0	1224	2.4%
0.003571428571	1	< 0.1%
0.007142857143	1	< 0.1%
0.01357142857	1	< 0.1%
0.01428571429	1	< 0.1%

Value	Count	Frequency (%)
443.2621429	1	< 0.1%
410.5128571	1	< 0.1%
408.9092857	1	< 0.1%
394.0171429	1	< 0.1%
379.18	1	< 0.1%

usage_app_facebook_daily_median_w1_2
Real number (ℝ)

Zeros

Distinct	23744
Distinct (%)	45.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.64683121

Minimum	0
Maximum	431.56
Zeros	2607
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50.83
median	71.3
Q3	86.84
95-th percentile	126.78425
Maximum	431.56
Range	431.56
Interquartile range (IQR)	36.01

Descriptive statistics

Standard deviation	38.27218458
Coefficient of variation (CV)	0.5495179597
Kurtosis	6.047486183
Mean	69.64683121
Median Absolute Deviation (MAD)	17.8275
Skewness	1.256134573
Sum	3621913.81
Variance	1464.760113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2607	5.0%
76.66	13	< 0.1%
79.155	13	< 0.1%
76.61	13	< 0.1%
72.96	12	< 0.1%
75.24	12	< 0.1%
78.65	12	< 0.1%
77.305	12	< 0.1%
75.37	12	< 0.1%
75.475	12	< 0.1%
Other values (23734)	49286	94.8%

Value	Count	Frequency (%)
0	2607	5.0%
0.015	1	< 0.1%
0.02	1	< 0.1%
0.035	1	< 0.1%
0.04	2	< 0.1%

Value	Count	Frequency (%)
431.56	1	< 0.1%
395.4	1	< 0.1%
389.905	1	< 0.1%
389.7	1	< 0.1%
377.22	1	< 0.1%

usage_app_facebook_daily_median_w3_4
Real number (ℝ)

Zeros

Distinct	21069
Distinct (%)	40.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.55161901

Minimum	0
Maximum	457.16
Zeros	20833
Zeros (%)	40.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13.685
Q3	69.45
95-th percentile	132.9955
Maximum	457.16
Range	457.16
Interquartile range (IQR)	69.45

Descriptive statistics

Standard deviation	49.2845536
Coefficient of variation (CV)	1.27840425
Kurtosis	2.111191269
Mean	38.55161901
Median Absolute Deviation (MAD)	13.685
Skewness	1.389550643
Sum	2004838.395
Variance	2428.967223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20833	40.1%
3.27	8	< 0.1%
2.395	8	< 0.1%
0.42	7	< 0.1%
13.105	7	< 0.1%
4.035	7	< 0.1%
3.085	7	< 0.1%
1.465	7	< 0.1%
64.91	6	< 0.1%
1.095	6	< 0.1%
Other values (21059)	31108	59.8%

Value	Count	Frequency (%)
0	20833	40.1%
0.005	3	< 0.1%
0.01	3	< 0.1%
0.015	4	< 0.1%
0.02	4	< 0.1%

Value	Count	Frequency (%)
457.16	1	< 0.1%
423.805	1	< 0.1%
418.545	1	< 0.1%
399.705	1	< 0.1%
390.955	1	< 0.1%

usage_app_facebook_daily_std_dev_w1_2
Real number (ℝ)

Unique

Distinct	52004
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.12996175

Minimum	0.4028688331
Maximum	472.9026862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.4028688331
5-th percentile	6.786082906
Q1	26.56368927
median	44.74234898
Q3	80.45404305
95-th percentile	205.0777827
Maximum	472.9026862
Range	472.4998174
Interquartile range (IQR)	53.89035378

Descriptive statistics

Standard deviation	62.61861058
Coefficient of variation (CV)	0.9469022653
Kurtosis	2.546854334
Mean	66.12996175
Median Absolute Deviation (MAD)	23.79660945
Skewness	1.675345712
Sum	3439022.531
Variance	3921.090391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94.86930888	1	< 0.1%
33.44537406	1	< 0.1%
109.6473954	1	< 0.1%
44.54803098	1	< 0.1%
16.82659899	1	< 0.1%
17.08175899	1	< 0.1%
75.39988856	1	< 0.1%
14.99785965	1	< 0.1%
14.82917595	1	< 0.1%
43.02609883	1	< 0.1%
Other values (51994)	51994	> 99.9%

Value	Count	Frequency (%)
0.4028688331	1	< 0.1%
0.4678528227	1	< 0.1%
0.475618741	1	< 0.1%
0.4770007027	1	< 0.1%
0.4773259996	1	< 0.1%

Value	Count	Frequency (%)
472.9026862	1	< 0.1%
429.0005926	1	< 0.1%
426.2197412	1	< 0.1%
415.7417843	1	< 0.1%
411.4099657	1	< 0.1%

usage_app_facebook_daily_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50681
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.53843001

Minimum	0
Maximum	471.6520177
Zeros	1224
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6.957298029
Q1	29.72214201
median	53.44595482
Q3	79.18775828
95-th percentile	194.9875241
Maximum	471.6520177
Range	471.6520177
Interquartile range (IQR)	49.46561627

Descriptive statistics

Standard deviation	57.58019693
Coefficient of variation (CV)	0.8525545667
Kurtosis	3.130434763
Mean	67.53843001
Median Absolute Deviation (MAD)	24.38393494
Skewness	1.694668382
Sum	3512268.514
Variance	3315.479079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1224	2.4%
6.219169099	3	< 0.1%
0.6734983296	3	< 0.1%
5.735426251	3	< 0.1%
35.91456569	2	< 0.1%
16.16663252	2	< 0.1%
1.17060424	2	< 0.1%
38.51501757	2	< 0.1%
21.68557717	2	< 0.1%
25.68647796	2	< 0.1%
Other values (50671)	50759	97.6%

Value	Count	Frequency (%)
0	1224	2.4%
0.0133630621	1	< 0.1%
0.02672612419	1	< 0.1%
0.05077963596	1	< 0.1%
0.05345224838	1	< 0.1%

Value	Count	Frequency (%)
471.6520177	1	< 0.1%
420.164503	1	< 0.1%
417.4147385	1	< 0.1%
407.4075778	1	< 0.1%
401.9318158	1	< 0.1%

usage_app_youtube_daily_total_w1_2
Real number (ℝ)

Distinct	49359
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1866.861963

Minimum	120.09
Maximum	9504.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	120.09
5-th percentile	880.5605
Q1	1244.125
median	1652.99
Q3	2144.77
95-th percentile	3874.524
Maximum	9504.2
Range	9384.11
Interquartile range (IQR)	900.645

Descriptive statistics

Standard deviation	942.1925287
Coefficient of variation (CV)	0.5046931951
Kurtosis	5.468583049
Mean	1866.861963
Median Absolute Deviation (MAD)	441.845
Skewness	1.99606042
Sum	97084289.5
Variance	887726.7612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2173.63	5	< 0.1%
1196.59	4	< 0.1%
1117.65	4	< 0.1%
2010.27	4	< 0.1%
1316.35	4	< 0.1%
1267.44	4	< 0.1%
1261.23	4	< 0.1%
1063.68	4	< 0.1%
1646.96	4	< 0.1%
1617.47	3	< 0.1%
Other values (49349)	51964	99.9%

Value	Count	Frequency (%)
120.09	1	< 0.1%
209.05	1	< 0.1%
217.07	1	< 0.1%
261.87	1	< 0.1%
263.36	1	< 0.1%

Value	Count	Frequency (%)
9504.2	1	< 0.1%
9430.02	1	< 0.1%
8938.34	1	< 0.1%
8805	1	< 0.1%
8752.87	1	< 0.1%

usage_app_youtube_daily_total_w3_4
Real number (ℝ)

Zeros

Distinct	48358
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1311.873661

Minimum	0
Maximum	10006.96
Zeros	1319
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	74.59
Q1	476.1725
median	1086.295
Q3	1846.8525
95-th percentile	3436.2785
Maximum	10006.96
Range	10006.96
Interquartile range (IQR)	1370.68

Descriptive statistics

Standard deviation	1087.671342
Coefficient of variation (CV)	0.8290976288
Kurtosis	2.50948883
Mean	1311.873661
Median Absolute Deviation (MAD)	668.76
Skewness	1.363268754
Sum	68222677.88
Variance	1183028.948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1319	2.5%
230.82	4	< 0.1%
244.04	4	< 0.1%
694.4	4	< 0.1%
159.65	4	< 0.1%
1491.05	4	< 0.1%
654.79	4	< 0.1%
295.24	4	< 0.1%
174.47	4	< 0.1%
63.92	4	< 0.1%
Other values (48348)	50649	97.4%

Value	Count	Frequency (%)
0	1319	2.5%
0.08	1	< 0.1%
0.1	1	< 0.1%
0.14	1	< 0.1%
0.23	1	< 0.1%

Value	Count	Frequency (%)
10006.96	1	< 0.1%
9617.62	1	< 0.1%
8908.54	1	< 0.1%
8608.12	1	< 0.1%
8272.35	1	< 0.1%

usage_app_youtube_daily_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.87833628

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	9
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.745452958
Coefficient of variation (CV)	0.2523780187
Kurtosis	-1.144938862
Mean	10.87833628
Median Absolute Deviation (MAD)	3
Skewness	-0.2754240723
Sum	565717
Variance	7.537511945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16309	31.4%
8	7379	14.2%
9	6467	12.4%
10	5445	10.5%
13	4118	7.9%
11	3461	6.7%
12	3252	6.3%
7	3077	5.9%
6	1484	2.9%
5	677	1.3%
Other values (4)	335	0.6%

Value	Count	Frequency (%)
1	1	< 0.1%
2	12	< 0.1%
3	64	0.1%
4	258	0.5%
5	677	1.3%

Value	Count	Frequency (%)
14	16309	31.4%
13	4118	7.9%
12	3252	6.3%
11	3461	6.7%
10	5445	10.5%

usage_app_youtube_daily_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.173448196

Minimum	0
Maximum	14
Zeros	1319
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.369773535
Coefficient of variation (CV)	0.4697564466
Kurtosis	-0.3717483866
Mean	7.173448196
Median Absolute Deviation (MAD)	2
Skewness	-0.04923653998
Sum	373048
Variance	11.35537368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6913	13.3%
9	6526	12.5%
7	5955	11.5%
6	5720	11.0%
5	4044	7.8%
10	3897	7.5%
4	3245	6.2%
11	2711	5.2%
3	2623	5.0%
14	2619	5.0%
Other values (5)	7751	14.9%

Value	Count	Frequency (%)
0	1319	2.5%
1	2043	3.9%
2	1926	3.7%
3	2623	5.0%
4	3245	6.2%

Value	Count	Frequency (%)
14	2619	5.0%
13	1028	2.0%
12	1435	2.8%
11	2711	5.2%
10	3897	7.5%

usage_app_youtube_daily_avg_daily_w1_2
Real number (ℝ)

Distinct	49133
Distinct (%)	94.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	133.347283

Minimum	8.577857143
Maximum	678.8714286
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	8.577857143
5-th percentile	62.89717857
Q1	88.86607143
median	118.0707143
Q3	153.1978571
95-th percentile	276.7517143
Maximum	678.8714286
Range	670.2935714
Interquartile range (IQR)	64.33178571

Descriptive statistics

Standard deviation	67.29946634
Coefficient of variation (CV)	0.5046931951
Kurtosis	5.468583049
Mean	133.347283
Median Absolute Deviation (MAD)	31.56035714
Skewness	1.99606042
Sum	6934592.107
Variance	4529.218169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
155.2592857	5	< 0.1%
75.97714286	4	< 0.1%
90.53142857	4	< 0.1%
94.025	4	< 0.1%
129.1121429	4	< 0.1%
135.8028571	4	< 0.1%
90.08785714	4	< 0.1%
143.5907143	4	< 0.1%
79.83214286	4	< 0.1%
117.64	4	< 0.1%
Other values (49123)	51963	99.9%

Value	Count	Frequency (%)
8.577857143	1	< 0.1%
14.93214286	1	< 0.1%
15.505	1	< 0.1%
18.705	1	< 0.1%
18.81142857	1	< 0.1%

Value	Count	Frequency (%)
678.8714286	1	< 0.1%
673.5728571	1	< 0.1%
638.4528571	1	< 0.1%
628.9285714	1	< 0.1%
625.205	1	< 0.1%

usage_app_youtube_daily_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	48200
Distinct (%)	92.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.70526152

Minimum	0
Maximum	714.7828571
Zeros	1319
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5.327857143
Q1	34.01232143
median	77.5925
Q3	131.9180357
95-th percentile	245.4484643
Maximum	714.7828571
Range	714.7828571
Interquartile range (IQR)	97.90571429

Descriptive statistics

Standard deviation	77.69081013
Coefficient of variation (CV)	0.8290976288
Kurtosis	2.50948883
Mean	93.70526152
Median Absolute Deviation (MAD)	47.76857143
Skewness	1.363268754
Sum	4873048.42
Variance	6035.861978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1319	2.5%
21.08857143	4	< 0.1%
16.48714286	4	< 0.1%
49.6	4	< 0.1%
12.46214286	4	< 0.1%
106.5035714	4	< 0.1%
46.77071429	4	< 0.1%
17.43142857	4	< 0.1%
11.40357143	4	< 0.1%
4.565714286	4	< 0.1%
Other values (48190)	50649	97.4%

Value	Count	Frequency (%)
0	1319	2.5%
0.005714285714	1	< 0.1%
0.007142857143	1	< 0.1%
0.01	1	< 0.1%
0.01642857143	1	< 0.1%

Value	Count	Frequency (%)
714.7828571	1	< 0.1%
686.9728571	1	< 0.1%
636.3242857	1	< 0.1%
614.8657143	1	< 0.1%
590.8821429	1	< 0.1%

usage_app_youtube_daily_median_w1_2
Real number (ℝ)

Zeros

Distinct	29417
Distinct (%)	56.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.8030355

Minimum	0
Maximum	662.285
Zeros	2496
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.41225
Q1	81.49
median	114.42
Q3	139.26
95-th percentile	202.847
Maximum	662.285
Range	662.285
Interquartile range (IQR)	57.77

Descriptive statistics

Standard deviation	61.87446278
Coefficient of variation (CV)	0.5534238179
Kurtosis	6.648579764
Mean	111.8030355
Median Absolute Deviation (MAD)	28.5675
Skewness	1.349518493
Sum	5814205.06
Variance	3828.449145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2496	4.8%
132.305	10	< 0.1%
119.695	9	< 0.1%
123.38	9	< 0.1%
119.78	9	< 0.1%
102.485	9	< 0.1%
113.465	9	< 0.1%
139.13	9	< 0.1%
123.505	8	< 0.1%
124.965	8	< 0.1%
Other values (29407)	49428	95.0%

Value	Count	Frequency (%)
0	2496	4.8%
0.01	1	< 0.1%
0.025	2	< 0.1%
0.05	2	< 0.1%
0.1	2	< 0.1%

Value	Count	Frequency (%)
662.285	1	< 0.1%
656.69	1	< 0.1%
656.23	1	< 0.1%
650.765	1	< 0.1%
635.19	1	< 0.1%

usage_app_youtube_daily_median_w3_4
Real number (ℝ)

Zeros

Distinct	24114
Distinct (%)	46.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.37902488

Minimum	0
Maximum	709.08
Zeros	20920
Zeros (%)	40.2%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	21.5925
Q3	110.45875
95-th percentile	211.89625
Maximum	709.08
Range	709.08
Interquartile range (IQR)	110.45875

Descriptive statistics

Standard deviation	78.34848032
Coefficient of variation (CV)	1.276469942
Kurtosis	1.952832835
Mean	61.37902488
Median Absolute Deviation (MAD)	21.5925
Skewness	1.36829369
Sum	3191954.81
Variance	6138.484369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20920	40.2%
0.385	7	< 0.1%
21.35	7	< 0.1%
0.275	6	< 0.1%
0.375	6	< 0.1%
13.19	6	< 0.1%
0.86	6	< 0.1%
35.86	5	< 0.1%
3.23	5	< 0.1%
59.305	5	< 0.1%
Other values (24104)	31031	59.7%

Value	Count	Frequency (%)
0	20920	40.2%
0.01	2	< 0.1%
0.015	4	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%

Value	Count	Frequency (%)
709.08	1	< 0.1%
652.9	1	< 0.1%
642.83	1	< 0.1%
631.54	1	< 0.1%
615.245	1	< 0.1%

usage_app_youtube_daily_std_dev_w1_2
Real number (ℝ)

Unique

Distinct	52004
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	104.8271591

Minimum	0.6671145016
Maximum	707.5192832
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.6671145016
5-th percentile	10.90743452
Q1	41.51702893
median	70.64990481
Q3	124.1881314
95-th percentile	329.8790541
Maximum	707.5192832
Range	706.8521687
Interquartile range (IQR)	82.67110247

Descriptive statistics

Standard deviation	100.2367583
Coefficient of variation (CV)	0.9562098135
Kurtosis	2.568382925
Mean	104.8271591
Median Absolute Deviation (MAD)	37.04446542
Skewness	1.697883942
Sum	5451431.582
Variance	10047.40771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
323.5040548	1	< 0.1%
70.91105766	1	< 0.1%
539.8455649	1	< 0.1%
46.71108358	1	< 0.1%
239.2878525	1	< 0.1%
84.28928427	1	< 0.1%
140.0337872	1	< 0.1%
110.9759374	1	< 0.1%
83.91930536	1	< 0.1%
68.87314156	1	< 0.1%
Other values (51994)	51994	> 99.9%

Value	Count	Frequency (%)
0.6671145016	1	< 0.1%
0.7006280542	1	< 0.1%
0.7222739579	1	< 0.1%
0.7517441259	1	< 0.1%
0.7648389186	1	< 0.1%

Value	Count	Frequency (%)
707.5192832	1	< 0.1%
666.5984976	1	< 0.1%
664.4854674	1	< 0.1%
655.1840965	1	< 0.1%
652.3955241	1	< 0.1%

usage_app_youtube_daily_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50632
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	106.5047482

Minimum	0
Maximum	665.9306439
Zeros	1319
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	10.47147193
Q1	46.98219708
median	84.57156751
Q3	124.3590733
95-th percentile	310.3490593
Maximum	665.9306439
Range	665.9306439
Interquartile range (IQR)	77.37687618

Descriptive statistics

Standard deviation	90.76494098
Coefficient of variation (CV)	0.8522149714
Kurtosis	2.947772608
Mean	106.5047482
Median Absolute Deviation (MAD)	38.47750408
Skewness	1.670543456
Sum	5538672.927
Variance	8238.274511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1319	2.5%
44.77694847	2	< 0.1%
40.07582322	2	< 0.1%
28.94171989	2	< 0.1%
31.8495222	2	< 0.1%
48.35023127	2	< 0.1%
38.09541742	2	< 0.1%
24.49449282	2	< 0.1%
17.48957567	2	< 0.1%
64.65583964	2	< 0.1%
Other values (50622)	50667	97.4%

Value	Count	Frequency (%)
0	1319	2.5%
0.02138089935	1	< 0.1%
0.02672612419	1	< 0.1%
0.03741657387	1	< 0.1%
0.06147008564	1	< 0.1%

Value	Count	Frequency (%)
665.9306439	1	< 0.1%
659.5996629	1	< 0.1%
625.717345	1	< 0.1%
619.5155695	1	< 0.1%
614.3136713	1	< 0.1%

usage_app_tiktok_daily_total_w1_2
Real number (ℝ)

Distinct	47265
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1012.484046

Minimum	0
Maximum	4924.22
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	480.0515
Q1	675.1925
median	897.605
Q3	1163.3975
95-th percentile	2099.071
Maximum	4924.22
Range	4924.22
Interquartile range (IQR)	488.205

Descriptive statistics

Standard deviation	509.9527133
Coefficient of variation (CV)	0.5036649369
Kurtosis	5.321840975
Mean	1012.484046
Median Absolute Deviation (MAD)	240.61
Skewness	1.982975957
Sum	52653220.35
Variance	260051.7699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
646.44	5	< 0.1%
1176.24	5	< 0.1%
1087.94	5	< 0.1%
1028.65	4	< 0.1%
562.91	4	< 0.1%
748.72	4	< 0.1%
709.71	4	< 0.1%
1177.23	4	< 0.1%
560.48	4	< 0.1%
673.92	4	< 0.1%
Other values (47255)	51961	99.9%

Value	Count	Frequency (%)
0	2	< 0.1%
85.43	1	< 0.1%
89.07	1	< 0.1%
115.96	1	< 0.1%
117.56	1	< 0.1%

Value	Count	Frequency (%)
4924.22	1	< 0.1%
4871.18	1	< 0.1%
4870.51	1	< 0.1%
4748.89	1	< 0.1%
4688.62	1	< 0.1%

usage_app_tiktok_daily_total_w3_4
Real number (ℝ)

Zeros

Distinct	46737
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	713.5268295

Minimum	0
Maximum	4718.59
Zeros	1280
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	43.4215
Q1	257.085
median	592.795
Q3	1002.4925
95-th percentile	1859.024
Maximum	4718.59
Range	4718.59
Interquartile range (IQR)	745.4075

Descriptive statistics

Standard deviation	591.3313601
Coefficient of variation (CV)	0.8287443942
Kurtosis	2.612510401
Mean	713.5268295
Median Absolute Deviation (MAD)	363.67
Skewness	1.38366948
Sum	37106249.24
Variance	349672.7774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1280	2.5%
112.21	5	< 0.1%
60.92	4	< 0.1%
619.23	4	< 0.1%
74.47	4	< 0.1%
171.5	4	< 0.1%
303.35	4	< 0.1%
80	4	< 0.1%
1059.4	4	< 0.1%
327.99	4	< 0.1%
Other values (46727)	50687	97.5%

Value	Count	Frequency (%)
0	1280	2.5%
0.01	1	< 0.1%
0.07	1	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%

Value	Count	Frequency (%)
4718.59	1	< 0.1%
4697.5	1	< 0.1%
4628.97	1	< 0.1%
4505.52	1	< 0.1%
4441.42	1	< 0.1%

usage_app_tiktok_daily_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.87687486

Minimum	0
Maximum	14
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	9
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.74219196
Coefficient of variation (CV)	0.2521121183
Kurtosis	-1.119511642
Mean	10.87687486
Median Absolute Deviation (MAD)	3
Skewness	-0.2833294057
Sum	565641
Variance	7.519616747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16222	31.2%
8	7273	14.0%
9	6353	12.2%
10	5593	10.8%
13	4052	7.8%
11	3568	6.9%
12	3347	6.4%
7	3067	5.9%
6	1491	2.9%
5	686	1.3%
Other values (4)	352	0.7%

Value	Count	Frequency (%)
0	2	< 0.1%
2	8	< 0.1%
3	75	0.1%
4	267	0.5%
5	686	1.3%

Value	Count	Frequency (%)
14	16222	31.2%
13	4052	7.8%
12	3347	6.4%
11	3568	6.9%
10	5593	10.8%

usage_app_tiktok_daily_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.182889778

Minimum	0
Maximum	14
Zeros	1280
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.364559562
Coefficient of variation (CV)	0.4684130853
Kurtosis	-0.375051155
Mean	7.182889778
Median Absolute Deviation (MAD)	2
Skewness	-0.04816521213
Sum	373539
Variance	11.32026105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6813	13.1%
9	6541	12.6%
7	6003	11.5%
6	5646	10.9%
5	4115	7.9%
10	4001	7.7%
4	3283	6.3%
11	2688	5.2%
14	2598	5.0%
3	2547	4.9%
Other values (5)	7769	14.9%

Value	Count	Frequency (%)
0	1280	2.5%
1	2004	3.9%
2	1992	3.8%
3	2547	4.9%
4	3283	6.3%

Value	Count	Frequency (%)
14	2598	5.0%
13	1067	2.1%
12	1426	2.7%
11	2688	5.2%
10	4001	7.7%

usage_app_tiktok_daily_avg_daily_w1_2
Real number (ℝ)

Distinct	46902
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.32028903

Minimum	0
Maximum	351.73
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	34.28939286
Q1	48.22803571
median	64.11464286
Q3	83.09982143
95-th percentile	149.9336429
Maximum	351.73
Range	351.73
Interquartile range (IQR)	34.87178571

Descriptive statistics

Standard deviation	36.42519381
Coefficient of variation (CV)	0.5036649369
Kurtosis	5.321840975
Mean	72.32028903
Median Absolute Deviation (MAD)	17.18642857
Skewness	1.982975957
Sum	3760944.311
Variance	1326.794744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.46142857	5	< 0.1%
84.01714286	5	< 0.1%
46.17428571	5	< 0.1%
77.71	5	< 0.1%
73.475	4	< 0.1%
75.905	4	< 0.1%
84.08785714	4	< 0.1%
53.48	4	< 0.1%
84.47357143	4	< 0.1%
36.81357143	4	< 0.1%
Other values (46892)	51960	99.9%

Value	Count	Frequency (%)
0	2	< 0.1%
6.102142857	1	< 0.1%
6.362142857	1	< 0.1%
8.282857143	1	< 0.1%
8.397142857	1	< 0.1%

Value	Count	Frequency (%)
351.73	1	< 0.1%
347.9414286	1	< 0.1%
347.8935714	1	< 0.1%
339.2064286	1	< 0.1%
334.9014286	1	< 0.1%

usage_app_tiktok_daily_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	46430
Distinct (%)	89.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.96620211

Minimum	0
Maximum	337.0421429
Zeros	1280
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	3.101535714
Q1	18.36321429
median	42.3425
Q3	71.60660714
95-th percentile	132.7874286
Maximum	337.0421429
Range	337.0421429
Interquartile range (IQR)	53.24339286

Descriptive statistics

Standard deviation	42.23795429
Coefficient of variation (CV)	0.8287443942
Kurtosis	2.612510401
Mean	50.96620211
Median Absolute Deviation (MAD)	25.97642857
Skewness	1.38366948
Sum	2650446.374
Variance	1784.044783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1280	2.5%
8.015	5	< 0.1%
7.794285714	4	< 0.1%
5.714285714	4	< 0.1%
6.201428571	4	< 0.1%
12.71071429	4	< 0.1%
21.66785714	4	< 0.1%
12.25	4	< 0.1%
44.23071429	4	< 0.1%
8.386428571	4	< 0.1%
Other values (46420)	50687	97.5%

Value	Count	Frequency (%)
0	1280	2.5%
0.0007142857143	1	< 0.1%
0.005	1	< 0.1%
0.01142857143	1	< 0.1%
0.01214285714	1	< 0.1%

Value	Count	Frequency (%)
337.0421429	1	< 0.1%
335.5357143	1	< 0.1%
330.6407143	1	< 0.1%
321.8228571	1	< 0.1%
317.2442857	1	< 0.1%

usage_app_tiktok_daily_median_w1_2
Real number (ℝ)

Zeros

Distinct	22221
Distinct (%)	42.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.63353617

Minimum	0
Maximum	454.105
Zeros	2529
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.53075
Q1	44.155
median	61.865
Q3	75.42
95-th percentile	110.98825
Maximum	454.105
Range	454.105
Interquartile range (IQR)	31.265

Descriptive statistics

Standard deviation	33.68778752
Coefficient of variation (CV)	0.5555966161
Kurtosis	6.609095352
Mean	60.63353617
Median Absolute Deviation (MAD)	15.565
Skewness	1.35360291
Sum	3153186.415
Variance	1134.867028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2529	4.9%
69.4	15	< 0.1%
66.62	13	< 0.1%
66.92	13	< 0.1%
65.555	13	< 0.1%
64.47	13	< 0.1%
64.375	13	< 0.1%
69.07	12	< 0.1%
65.32	12	< 0.1%
67.15	12	< 0.1%
Other values (22211)	49359	94.9%

Value	Count	Frequency (%)
0	2529	4.9%
0.01	1	< 0.1%
0.02	1	< 0.1%
0.045	2	< 0.1%
0.05	1	< 0.1%

Value	Count	Frequency (%)
454.105	1	< 0.1%
386.89	1	< 0.1%
352.82	1	< 0.1%
344.47	1	< 0.1%
340.335	1	< 0.1%

usage_app_tiktok_daily_median_w3_4
Real number (ℝ)

Zeros

Distinct	20098
Distinct (%)	38.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.23110818

Minimum	0
Maximum	419.175
Zeros	20867
Zeros (%)	40.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11.87
Q3	59.56375
95-th percentile	115.26925
Maximum	419.175
Range	419.175
Interquartile range (IQR)	59.56375

Descriptive statistics

Standard deviation	42.45509123
Coefficient of variation (CV)	1.277570733
Kurtosis	2.084968506
Mean	33.23110818
Median Absolute Deviation (MAD)	11.87
Skewness	1.383999485
Sum	1728150.55
Variance	1802.434771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20867	40.1%
0.54	8	< 0.1%
13.195	8	< 0.1%
8.51	7	< 0.1%
7.645	7	< 0.1%
13.2	7	< 0.1%
1.275	7	< 0.1%
5.885	7	< 0.1%
11.675	7	< 0.1%
55.055	7	< 0.1%
Other values (20088)	31072	59.7%

Value	Count	Frequency (%)
0	20867	40.1%
0.005	4	< 0.1%
0.01	3	< 0.1%
0.015	6	< 0.1%
0.02	4	< 0.1%

Value	Count	Frequency (%)
419.175	1	< 0.1%
393.64	1	< 0.1%
368.42	1	< 0.1%
328.09	1	< 0.1%
322.095	1	< 0.1%

usage_app_tiktok_daily_std_dev_w1_2
Real number (ℝ)

Distinct	52002
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.07779656

Minimum	0
Maximum	368.4988137
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5.893240904
Q1	22.64168246
median	38.58596356
Q3	68.56907907
95-th percentile	178.9932877
Maximum	368.4988137
Range	368.4988137
Interquartile range (IQR)	45.92739661

Descriptive statistics

Standard deviation	54.33248093
Coefficient of variation (CV)	0.9519022143
Kurtosis	2.585206134
Mean	57.07779656
Median Absolute Deviation (MAD)	20.55931728
Skewness	1.69461604
Sum	2968273.732
Variance	2952.018484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.823581325	2	< 0.1%
0	2	< 0.1%
125.299311	1	< 0.1%
178.4933846	1	< 0.1%
47.28246926	1	< 0.1%
33.20557957	1	< 0.1%
48.12495937	1	< 0.1%
14.44905185	1	< 0.1%
62.76821626	1	< 0.1%
47.08261103	1	< 0.1%
Other values (51992)	51992	> 99.9%

Value	Count	Frequency (%)
0	2	< 0.1%
0.4040699537	1	< 0.1%
0.4183700712	1	< 0.1%
0.4354869701	1	< 0.1%
0.4386624275	1	< 0.1%

Value	Count	Frequency (%)
368.4988137	1	< 0.1%
367.7733159	1	< 0.1%
343.5270169	1	< 0.1%
342.8998999	1	< 0.1%
342.7182809	1	< 0.1%

usage_app_tiktok_daily_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50618
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.04753711

Minimum	0
Maximum	354.325261
Zeros	1280
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5.984237166
Q1	25.63038219
median	46.01546269
Q3	68.30680372
95-th percentile	167.3103279
Maximum	354.325261
Range	354.325261
Interquartile range (IQR)	42.67642153

Descriptive statistics

Standard deviation	49.34371766
Coefficient of variation (CV)	0.8500570414
Kurtosis	3.060156077
Mean	58.04753711
Median Absolute Deviation (MAD)	21.07171515
Skewness	1.682020722
Sum	3018704.12
Variance	2434.802472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1280	2.5%
17.44681387	3	< 0.1%
7.964385009	3	< 0.1%
21.33546494	3	< 0.1%
3.784419185	2	< 0.1%
19.66240957	2	< 0.1%
5.067273147	2	< 0.1%
23.41208479	2	< 0.1%
27.49316396	2	< 0.1%
12.68421854	2	< 0.1%
Other values (50608)	50703	97.5%

Value	Count	Frequency (%)
0	1280	2.5%
0.002672612419	1	< 0.1%
0.01870828693	1	< 0.1%
0.04276179871	1	< 0.1%
0.04543441113	1	< 0.1%

Value	Count	Frequency (%)
354.325261	1	< 0.1%
339.3381381	1	< 0.1%
335.2238126	1	< 0.1%
330.3677075	1	< 0.1%
327.491305	1	< 0.1%

usage_app_whatsapp_daily_total_w1_2
Real number (ℝ)

Distinct	32052
Distinct (%)	61.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	155.851283

Minimum	19.39
Maximum	770.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	19.39
5-th percentile	73.38
Q1	103.9
median	138.08
Q3	179.32
95-th percentile	321.8185
Maximum	770.68
Range	751.29
Interquartile range (IQR)	75.42

Descriptive statistics

Standard deviation	78.41453062
Coefficient of variation (CV)	0.5031368952
Kurtosis	5.351149408
Mean	155.851283
Median Absolute Deviation (MAD)	37.155
Skewness	1.973732852
Sum	8104890.12
Variance	6148.838613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129.52	10	< 0.1%
95.25	9	< 0.1%
95.72	9	< 0.1%
181.48	9	< 0.1%
143.28	8	< 0.1%
129.25	8	< 0.1%
90.25	8	< 0.1%
101.26	8	< 0.1%
98.22	8	< 0.1%
96.92	8	< 0.1%
Other values (32042)	51919	99.8%

Value	Count	Frequency (%)
19.39	1	< 0.1%
21.27	1	< 0.1%
23.45	1	< 0.1%
25.14	1	< 0.1%
25.36	1	< 0.1%

Value	Count	Frequency (%)
770.68	1	< 0.1%
733.98	1	< 0.1%
728.32	1	< 0.1%
709.48	1	< 0.1%
703.42	1	< 0.1%

usage_app_whatsapp_daily_total_w3_4
Real number (ℝ)

Zeros

Distinct	32700
Distinct (%)	62.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110.2410359

Minimum	0
Maximum	737.14
Zeros	1256
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6.5915
Q1	40.09
median	91.86
Q3	154.7325
95-th percentile	285.97
Maximum	737.14
Range	737.14
Interquartile range (IQR)	114.6425

Descriptive statistics

Standard deviation	90.64409119
Coefficient of variation (CV)	0.8222354812
Kurtosis	2.465328814
Mean	110.2410359
Median Absolute Deviation (MAD)	56.33
Skewness	1.346064338
Sum	5732974.83
Variance	8216.351268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1256	2.4%
9.95	10	< 0.1%
21.64	9	< 0.1%
19.86	9	< 0.1%
8.33	8	< 0.1%
17.98	8	< 0.1%
19.27	8	< 0.1%
65.11	8	< 0.1%
10.39	8	< 0.1%
10.83	8	< 0.1%
Other values (32690)	50672	97.4%

Value	Count	Frequency (%)
0	1256	2.4%
0.01	2	< 0.1%
0.02	1	< 0.1%
0.03	2	< 0.1%
0.04	4	< 0.1%

Value	Count	Frequency (%)
737.14	1	< 0.1%
731.45	1	< 0.1%
705.71	1	< 0.1%
695.43	1	< 0.1%
694.01	1	< 0.1%

usage_app_whatsapp_daily_active_days_w1_2
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.87412507

Minimum	2
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	9
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	12
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.74761916
Coefficient of variation (CV)	0.252674964
Kurtosis	-1.149026141
Mean	10.87412507
Median Absolute Deviation (MAD)	3
Skewness	-0.2725400145
Sum	565498
Variance	7.549411047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
14	16302	31.3%
8	7275	14.0%
9	6472	12.4%
10	5402	10.4%
13	4138	8.0%
11	3525	6.8%
7	3257	6.3%
12	3174	6.1%
6	1494	2.9%
5	629	1.2%
Other values (3)	336	0.6%

Value	Count	Frequency (%)
2	16	< 0.1%
3	75	0.1%
4	245	0.5%
5	629	1.2%
6	1494	2.9%

Value	Count	Frequency (%)
14	16302	31.3%
13	4138	8.0%
12	3174	6.1%
11	3525	6.8%
10	5402	10.4%

usage_app_whatsapp_daily_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.204657334

Minimum	0
Maximum	14
Zeros	1256
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.37021101
Coefficient of variation (CV)	0.4677822766
Kurtosis	-0.3702883095
Mean	7.204657334
Median Absolute Deviation (MAD)	2
Skewness	-0.04529884875
Sum	374671
Variance	11.35832225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6847	13.2%
9	6473	12.4%
7	6086	11.7%
6	5613	10.8%
5	4145	8.0%
10	3959	7.6%
4	3234	6.2%
11	2733	5.3%
14	2707	5.2%
3	2454	4.7%
Other values (5)	7753	14.9%

Value	Count	Frequency (%)
0	1256	2.4%
1	2016	3.9%
2	2004	3.9%
3	2454	4.7%
4	3234	6.2%

Value	Count	Frequency (%)
14	2707	5.2%
13	1036	2.0%
12	1441	2.8%
11	2733	5.3%
10	3959	7.6%

usage_app_whatsapp_daily_avg_daily_w1_2
Real number (ℝ)

Distinct	31255
Distinct (%)	60.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.1322345

Minimum	1.385
Maximum	55.04857143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1.385
5-th percentile	5.241428571
Q1	7.421428571
median	9.862857143
Q3	12.80857143
95-th percentile	22.98703571
Maximum	55.04857143
Range	53.66357143
Interquartile range (IQR)	5.387142857

Descriptive statistics

Standard deviation	5.601037902
Coefficient of variation (CV)	0.5031368952
Kurtosis	5.351149408
Mean	11.1322345
Median Absolute Deviation (MAD)	2.653928571
Skewness	1.973732852
Sum	578920.7229
Variance	31.37162558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.049285714	11	< 0.1%
9.095714286	10	< 0.1%
9.251428571	10	< 0.1%
6.803571429	9	< 0.1%
8.837857143	9	< 0.1%
8.696428571	9	< 0.1%
12.96285714	9	< 0.1%
8.475714286	9	< 0.1%
8.027857143	9	< 0.1%
6.837142857	9	< 0.1%
Other values (31245)	51910	99.8%

Value	Count	Frequency (%)
1.385	1	< 0.1%
1.519285714	1	< 0.1%
1.675	1	< 0.1%
1.795714286	1	< 0.1%
1.811428571	1	< 0.1%

Value	Count	Frequency (%)
55.04857143	1	< 0.1%
52.42714286	1	< 0.1%
52.02285714	1	< 0.1%
50.67714286	1	< 0.1%
50.24428571	1	< 0.1%

usage_app_whatsapp_daily_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	31926
Distinct (%)	61.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.874359706

Minimum	0
Maximum	52.65285714
Zeros	1256
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4708214286
Q1	2.863571429
median	6.561428571
Q3	11.05232143
95-th percentile	20.42642857
Maximum	52.65285714
Range	52.65285714
Interquartile range (IQR)	8.18875

Descriptive statistics

Standard deviation	6.474577942
Coefficient of variation (CV)	0.8222354812
Kurtosis	2.465328814
Mean	7.874359706
Median Absolute Deviation (MAD)	4.023571429
Skewness	1.346064338
Sum	409498.2021
Variance	41.92015953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1256	2.4%
0.7107142857	10	< 0.1%
1.418571429	9	< 0.1%
1.545714286	9	< 0.1%
1.013571429	8	< 0.1%
0.7142857143	8	< 0.1%
0.7421428571	8	< 0.1%
2.166428571	8	< 0.1%
1.191428571	8	< 0.1%
0.595	8	< 0.1%
Other values (31916)	50672	97.4%

Value	Count	Frequency (%)
0	1256	2.4%
0.0007142857143	2	< 0.1%
0.001428571429	1	< 0.1%
0.002142857143	2	< 0.1%
0.002857142857	4	< 0.1%

Value	Count	Frequency (%)
52.65285714	1	< 0.1%
52.24642857	1	< 0.1%
50.40785714	1	< 0.1%
49.67357143	1	< 0.1%
49.57214286	1	< 0.1%

usage_app_whatsapp_daily_median_w1_2
Real number (ℝ)

Zeros

Distinct	6764
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.312779113

Minimum	0
Maximum	59.64
Zeros	2459
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.165
Q1	6.775
median	9.54
Q3	11.6
95-th percentile	16.86
Maximum	59.64
Range	59.64
Interquartile range (IQR)	4.825

Descriptive statistics

Standard deviation	5.157804821
Coefficient of variation (CV)	0.5538416361
Kurtosis	6.572194534
Mean	9.312779113
Median Absolute Deviation (MAD)	2.405
Skewness	1.33882204
Sum	484301.765
Variance	26.60295057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2459	4.7%
10.055	54	0.1%
10.355	52	0.1%
10.085	50	0.1%
10.015	50	0.1%
9.945	49	0.1%
10.02	49	0.1%
10.04	48	0.1%
10.27	48	0.1%
10.3	48	0.1%
Other values (6754)	49097	94.4%

Value	Count	Frequency (%)
0	2459	4.7%
0.005	3	< 0.1%
0.01	3	< 0.1%
0.015	5	< 0.1%
0.02	4	< 0.1%

Value	Count	Frequency (%)
59.64	1	< 0.1%
59.41	1	< 0.1%
58.065	1	< 0.1%
53.66	1	< 0.1%
52.835	1	< 0.1%

usage_app_whatsapp_daily_median_w3_4
Real number (ℝ)

Zeros

Distinct	6679
Distinct (%)	12.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.13896556

Minimum	0
Maximum	59.265
Zeros	20722
Zeros (%)	39.8%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.835
Q3	9.25125
95-th percentile	17.67
Maximum	59.265
Range	59.265
Interquartile range (IQR)	9.25125

Descriptive statistics

Standard deviation	6.523707513
Coefficient of variation (CV)	1.269459279
Kurtosis	1.7961492
Mean	5.13896556
Median Absolute Deviation (MAD)	1.835
Skewness	1.33824182
Sum	267246.765
Variance	42.55875971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20722	39.8%
0.12	33	0.1%
0.16	31	0.1%
0.055	31	0.1%
0.51	27	0.1%
0.135	26	< 0.1%
0.015	26	< 0.1%
0.02	26	< 0.1%
0.2	25	< 0.1%
0.14	25	< 0.1%
Other values (6669)	31032	59.7%

Value	Count	Frequency (%)
0	20722	39.8%
0.005	14	< 0.1%
0.01	15	< 0.1%
0.015	26	< 0.1%
0.02	26	< 0.1%

Value	Count	Frequency (%)
59.265	1	< 0.1%
57.465	1	< 0.1%
55.665	1	< 0.1%
55.345	1	< 0.1%
51.51	1	< 0.1%

usage_app_whatsapp_daily_std_dev_w1_2
Real number (ℝ)

Distinct	51987
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.776452348

Minimum	0.04685727687
Maximum	55.87336457
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.04685727687
5-th percentile	0.8998629918
Q1	3.482903631
median	5.914491189
Q3	10.60319435
95-th percentile	27.54844414
Maximum	55.87336457
Range	55.8265073
Interquartile range (IQR)	7.120290716

Descriptive statistics

Standard deviation	8.36690076
Coefficient of variation (CV)	0.9533351778
Kurtosis	2.504416405
Mean	8.776452348
Median Absolute Deviation (MAD)	3.141754842
Skewness	1.683533754
Sum	456410.6279
Variance	70.00502832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.167571209	2	< 0.1%
1.104038789	2	< 0.1%
2.084601446	2	< 0.1%
0.8693628461	2	< 0.1%
8.1606037	2	< 0.1%
5.238365025	2	< 0.1%
2.200303176	2	< 0.1%
2.541842046	2	< 0.1%
4.203379919	2	< 0.1%
3.470179398	2	< 0.1%
Other values (51977)	51984	> 99.9%

Value	Count	Frequency (%)
0.04685727687	1	< 0.1%
0.05629592143	1	< 0.1%
0.05994961254	1	< 0.1%
0.07232405707	1	< 0.1%
0.07252131176	1	< 0.1%

Value	Count	Frequency (%)
55.87336457	1	< 0.1%
55.3752302	1	< 0.1%
52.98246656	1	< 0.1%
52.77474263	1	< 0.1%
52.73777411	1	< 0.1%

usage_app_whatsapp_daily_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50217
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.95384097

Minimum	0
Maximum	56.65095557
Zeros	1256
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.8842804633
Q1	3.943041251
median	7.097127282
Q3	10.51238464
95-th percentile	25.76520676
Maximum	56.65095557
Range	56.65095557
Interquartile range (IQR)	6.569343386

Descriptive statistics

Standard deviation	7.626660691
Coefficient of variation (CV)	0.8517753125
Kurtosis	3.113765357
Mean	8.95384097
Median Absolute Deviation (MAD)	3.240817353
Skewness	1.68602447
Sum	465635.5458
Variance	58.16595329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1256	2.4%
2.560362698	5	< 0.1%
0.09621404709	5	< 0.1%
2.891766637	5	< 0.1%
1.440538094	4	< 0.1%
0.03741657387	4	< 0.1%
1.08240803	4	< 0.1%
0.5585759956	4	< 0.1%
2.645886295	4	< 0.1%
1.750561135	4	< 0.1%
Other values (50207)	50709	97.5%

Value	Count	Frequency (%)
0	1256	2.4%
0.002672612419	2	< 0.1%
0.005345224838	1	< 0.1%
0.008017837257	2	< 0.1%
0.01069044968	3	< 0.1%

Value	Count	Frequency (%)
56.65095557	1	< 0.1%
56.03929355	1	< 0.1%
53.87472489	1	< 0.1%
53.29187277	1	< 0.1%
52.97432196	1	< 0.1%

usage_app_helakuru_daily_total_w1_2
Real number (ℝ)

Distinct	31853
Distinct (%)	61.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	155.6416539

Minimum	10.12
Maximum	827.01
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	10.12
5-th percentile	73.31
Q1	103.69
median	137.975
Q3	178.9825
95-th percentile	323.9685
Maximum	827.01
Range	816.89
Interquartile range (IQR)	75.2925

Descriptive statistics

Standard deviation	78.53501738
Coefficient of variation (CV)	0.5045886844
Kurtosis	5.222898682
Mean	155.6416539
Median Absolute Deviation (MAD)	36.965
Skewness	1.965237303
Sum	8093988.57
Variance	6167.748956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
113.67	10	< 0.1%
105.16	9	< 0.1%
148.92	9	< 0.1%
93.19	8	< 0.1%
96.3	8	< 0.1%
100.56	8	< 0.1%
146.25	8	< 0.1%
181.48	8	< 0.1%
128.93	8	< 0.1%
90.78	8	< 0.1%
Other values (31843)	51920	99.8%

Value	Count	Frequency (%)
10.12	1	< 0.1%
16.04	1	< 0.1%
18.68	1	< 0.1%
19.93	1	< 0.1%
21.54	1	< 0.1%

Value	Count	Frequency (%)
827.01	1	< 0.1%
733.44	1	< 0.1%
711.17	1	< 0.1%
703.32	1	< 0.1%
688.33	1	< 0.1%

usage_app_helakuru_daily_total_w3_4
Real number (ℝ)

Zeros

Distinct	32498
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110.2419425

Minimum	0
Maximum	771.54
Zeros	1139
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6.9815
Q1	40.1775
median	90.78
Q3	154.2025
95-th percentile	289.357
Maximum	771.54
Range	771.54
Interquartile range (IQR)	114.025

Descriptive statistics

Standard deviation	91.53489525
Coefficient of variation (CV)	0.8303091649
Kurtosis	2.618309276
Mean	110.2419425
Median Absolute Deviation (MAD)	55.61
Skewness	1.396254742
Sum	5733021.98
Variance	8378.637048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1139	2.2%
12.44	11	< 0.1%
18.21	10	< 0.1%
11.43	10	< 0.1%
13.55	10	< 0.1%
131.06	9	< 0.1%
10.42	9	< 0.1%
13.64	9	< 0.1%
7.91	9	< 0.1%
10.58	9	< 0.1%
Other values (32488)	50779	97.6%

Value	Count	Frequency (%)
0	1139	2.2%
0.01	5	< 0.1%
0.02	1	< 0.1%
0.03	2	< 0.1%
0.04	1	< 0.1%

Value	Count	Frequency (%)
771.54	1	< 0.1%
760.92	1	< 0.1%
729.66	1	< 0.1%
724.21	1	< 0.1%
712.04	1	< 0.1%

usage_app_helakuru_daily_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.86022229

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	8
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.746887468
Coefficient of variation (CV)	0.2529310538
Kurtosis	-1.142152931
Mean	10.86022229
Median Absolute Deviation (MAD)	3
Skewness	-0.2678571036
Sum	564775
Variance	7.545390763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16175	31.1%
8	7478	14.4%
9	6459	12.4%
10	5446	10.5%
13	4102	7.9%
11	3547	6.8%
12	3198	6.1%
7	3064	5.9%
6	1496	2.9%
5	713	1.4%
Other values (4)	326	0.6%

Value	Count	Frequency (%)
1	3	< 0.1%
2	10	< 0.1%
3	73	0.1%
4	240	0.5%
5	713	1.4%

Value	Count	Frequency (%)
14	16175	31.1%
13	4102	7.9%
12	3198	6.1%
11	3547	6.8%
10	5446	10.5%

usage_app_helakuru_daily_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.198965464

Minimum	0
Maximum	14
Zeros	1139
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.357014744
Coefficient of variation (CV)	0.4663190511
Kurtosis	-0.3753939558
Mean	7.198965464
Median Absolute Deviation (MAD)	2
Skewness	-0.03969896255
Sum	374375
Variance	11.26954799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6813	13.1%
9	6451	12.4%
7	6114	11.8%
6	5726	11.0%
5	4093	7.9%
10	3988	7.7%
4	3195	6.1%
11	2695	5.2%
14	2623	5.0%
3	2537	4.9%
Other values (5)	7769	14.9%

Value	Count	Frequency (%)
0	1139	2.2%
1	2096	4.0%
2	2003	3.9%
3	2537	4.9%
4	3195	6.1%

Value	Count	Frequency (%)
14	2623	5.0%
13	1081	2.1%
12	1450	2.8%
11	2695	5.2%
10	3988	7.7%

usage_app_helakuru_daily_avg_daily_w1_2
Real number (ℝ)

Distinct	30985
Distinct (%)	59.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.11726099

Minimum	0.7228571429
Maximum	59.07214286
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.7228571429
5-th percentile	5.236428571
Q1	7.406428571
median	9.855357143
Q3	12.78446429
95-th percentile	23.14060714
Maximum	59.07214286
Range	58.34928571
Interquartile range (IQR)	5.378035714

Descriptive statistics

Standard deviation	5.609644099
Coefficient of variation (CV)	0.5045886844
Kurtosis	5.222898682
Mean	11.11726099
Median Absolute Deviation (MAD)	2.640357143
Skewness	1.965237303
Sum	578142.0407
Variance	31.46810692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.119285714	10	< 0.1%
9.04	10	< 0.1%
10.63714286	9	< 0.1%
7.511428571	9	< 0.1%
8.295	9	< 0.1%
10.86857143	8	< 0.1%
8.762142857	8	< 0.1%
9.208571429	8	< 0.1%
10.44642857	8	< 0.1%
7.406428571	8	< 0.1%
Other values (30975)	51917	99.8%

Value	Count	Frequency (%)
0.7228571429	1	< 0.1%
1.145714286	1	< 0.1%
1.334285714	1	< 0.1%
1.423571429	1	< 0.1%
1.538571429	1	< 0.1%

Value	Count	Frequency (%)
59.07214286	1	< 0.1%
52.38857143	1	< 0.1%
50.79785714	1	< 0.1%
50.23714286	1	< 0.1%
49.16642857	1	< 0.1%

usage_app_helakuru_daily_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	31665
Distinct (%)	60.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.874424467

Minimum	0
Maximum	55.11
Zeros	1139
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4986785714
Q1	2.869821429
median	6.484285714
Q3	11.01446429
95-th percentile	20.66835714
Maximum	55.11
Range	55.11
Interquartile range (IQR)	8.144642857

Descriptive statistics

Standard deviation	6.538206804
Coefficient of variation (CV)	0.8303091649
Kurtosis	2.618309276
Mean	7.874424467
Median Absolute Deviation (MAD)	3.972142857
Skewness	1.396254742
Sum	409501.57
Variance	42.74814821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1139	2.2%
0.8885714286	11	< 0.1%
0.9678571429	10	< 0.1%
0.8164285714	10	< 0.1%
1.300714286	10	< 0.1%
4.142857143	9	< 0.1%
0.6621428571	9	< 0.1%
0.9742857143	9	< 0.1%
1.635714286	9	< 0.1%
9.361428571	9	< 0.1%
Other values (31655)	50779	97.6%

Value	Count	Frequency (%)
0	1139	2.2%
0.0007142857143	5	< 0.1%
0.001428571429	1	< 0.1%
0.002142857143	2	< 0.1%
0.002857142857	1	< 0.1%

Value	Count	Frequency (%)
55.11	1	< 0.1%
54.35142857	1	< 0.1%
52.11857143	1	< 0.1%
51.72928571	1	< 0.1%
50.86	1	< 0.1%

usage_app_helakuru_daily_median_w1_2
Real number (ℝ)

Zeros

Distinct	6758
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.314956638

Minimum	0
Maximum	59.82
Zeros	2535
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.075
Q1	6.805
median	9.53
Q3	11.59
95-th percentile	16.96
Maximum	59.82
Range	59.82
Interquartile range (IQR)	4.785

Descriptive statistics

Standard deviation	5.163457197
Coefficient of variation (CV)	0.5543189729
Kurtosis	6.89196509
Mean	9.314956638
Median Absolute Deviation (MAD)	2.37
Skewness	1.371727728
Sum	484415.005
Variance	26.66129022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2535	4.9%
10.34	59	0.1%
10.18	55	0.1%
10.035	51	0.1%
9.55	49	0.1%
10.32	49	0.1%
10.64	48	0.1%
10.02	47	0.1%
10.07	47	0.1%
10.21	47	0.1%
Other values (6748)	49017	94.3%

Value	Count	Frequency (%)
0	2535	4.9%
0.005	2	< 0.1%
0.01	7	< 0.1%
0.015	5	< 0.1%
0.02	5	< 0.1%

Value	Count	Frequency (%)
59.82	1	< 0.1%
57.945	1	< 0.1%
57.665	1	< 0.1%
55.18	1	< 0.1%
53.845	1	< 0.1%

usage_app_helakuru_daily_median_w3_4
Real number (ℝ)

Zeros

Distinct	6695
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.133360126

Minimum	0
Maximum	61.625
Zeros	20789
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.8125
Q3	9.235
95-th percentile	17.67925
Maximum	61.625
Range	61.625
Interquartile range (IQR)	9.235

Descriptive statistics

Standard deviation	6.564330179
Coefficient of variation (CV)	1.278758945
Kurtosis	2.128989412
Mean	5.133360126
Median Absolute Deviation (MAD)	1.8125
Skewness	1.3951559
Sum	266955.26
Variance	43.0904307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20789	40.0%
0.095	30	0.1%
0.15	29	0.1%
0.025	27	0.1%
0.165	26	< 0.1%
0.04	25	< 0.1%
0.02	25	< 0.1%
0.08	24	< 0.1%
0.17	23	< 0.1%
0.01	23	< 0.1%
Other values (6685)	30983	59.6%

Value	Count	Frequency (%)
0	20789	40.0%
0.005	16	< 0.1%
0.01	23	< 0.1%
0.015	22	< 0.1%
0.02	25	< 0.1%

Value	Count	Frequency (%)
61.625	1	< 0.1%
52.76	1	< 0.1%
51.81	1	< 0.1%
50.62	1	< 0.1%
50.38	1	< 0.1%

usage_app_helakuru_daily_std_dev_w1_2
Real number (ℝ)

Distinct	51991
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.768523205

Minimum	0.04565157099
Maximum	60.79338318
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.04565157099
5-th percentile	0.8930782687
Q1	3.513459188
median	5.893809031
Q3	10.54025676
95-th percentile	27.41420327
Maximum	60.79338318
Range	60.7477316
Interquartile range (IQR)	7.02679757

Descriptive statistics

Standard deviation	8.360924824
Coefficient of variation (CV)	0.9535157322
Kurtosis	2.496476386
Mean	8.768523205
Median Absolute Deviation (MAD)	3.120001347
Skewness	1.682761961
Sum	455998.2808
Variance	69.90506391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6476568078	2	< 0.1%
3.924871734	2	< 0.1%
1.430974462	2	< 0.1%
1.465554128	2	< 0.1%
1.886016792	2	< 0.1%
5.311247086	2	< 0.1%
7.225962995	2	< 0.1%
3.526012052	2	< 0.1%
3.537413611	2	< 0.1%
1.593885466	2	< 0.1%
Other values (51981)	51984	> 99.9%

Value	Count	Frequency (%)
0.04565157099	1	< 0.1%
0.05197738308	1	< 0.1%
0.05201436826	1	< 0.1%
0.05937865084	1	< 0.1%
0.06305413687	1	< 0.1%

Value	Count	Frequency (%)
60.79338318	1	< 0.1%
54.10871219	1	< 0.1%
53.18286037	1	< 0.1%
52.28952796	1	< 0.1%
52.27270345	1	< 0.1%

usage_app_helakuru_daily_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50315
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.965901197

Minimum	0
Maximum	57.19633336
Zeros	1139
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9324212152
Q1	3.952793768
median	7.069412314
Q3	10.45776087
95-th percentile	26.06459494
Maximum	57.19633336
Range	57.19633336
Interquartile range (IQR)	6.504967104

Descriptive statistics

Standard deviation	7.657523356
Coefficient of variation (CV)	0.854071798
Kurtosis	3.017098176
Mean	8.965901197
Median Absolute Deviation (MAD)	3.214672937
Skewness	1.690373879
Sum	466262.7258
Variance	58.63766395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1139	2.2%
2.827623939	5	< 0.1%
2.477511713	5	< 0.1%
3.324729849	5	< 0.1%
3.06014122	5	< 0.1%
3.212480128	5	< 0.1%
2.378625053	4	< 0.1%
3.388872547	4	< 0.1%
1.942989229	4	< 0.1%
2.191542184	4	< 0.1%
Other values (50305)	50824	97.7%

Value	Count	Frequency (%)
0	1139	2.2%
0.002672612419	1	< 0.1%
0.002672612419	4	< 0.1%
0.005345224838	1	< 0.1%
0.008017837257	1	< 0.1%

Value	Count	Frequency (%)
57.19633336	1	< 0.1%
53.48081334	1	< 0.1%
50.88785568	1	< 0.1%
49.76788008	1	< 0.1%
49.01304063	1	< 0.1%

usage_app_other_total_w1_2
Real number (ℝ)

Distinct	48900
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1558.709549

Minimum	123.09
Maximum	7903.24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	123.09
5-th percentile	738.773
Q1	1038.59
median	1384.25
Q3	1790.7975
95-th percentile	3222.1585
Maximum	7903.24
Range	7780.15
Interquartile range (IQR)	752.2075

Descriptive statistics

Standard deviation	780.5751721
Coefficient of variation (CV)	0.5007829537
Kurtosis	5.183169931
Mean	1558.709549
Median Absolute Deviation (MAD)	369.99
Skewness	1.955108348
Sum	81059131.41
Variance	609297.5993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1027.9	4	< 0.1%
990	4	< 0.1%
1396.18	4	< 0.1%
1205.16	4	< 0.1%
1721.44	4	< 0.1%
904.92	4	< 0.1%
1112.27	4	< 0.1%
1818.67	4	< 0.1%
791.6	4	< 0.1%
933.34	4	< 0.1%
Other values (48890)	51964	99.9%

Value	Count	Frequency (%)
123.09	1	< 0.1%
158.65	1	< 0.1%
166.05	1	< 0.1%
211.79	1	< 0.1%
230.74	1	< 0.1%

Value	Count	Frequency (%)
7903.24	1	< 0.1%
7741.71	1	< 0.1%
7603.79	1	< 0.1%
7337	1	< 0.1%
7258.97	1	< 0.1%

usage_app_other_total_w3_4
Real number (ℝ)

Zeros

Distinct	48121
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1104.912579

Minimum	0
Maximum	8141.37
Zeros	1227
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	66.876
Q1	400.775
median	916.63
Q3	1543.5425
95-th percentile	2877.833
Maximum	8141.37
Range	8141.37
Interquartile range (IQR)	1142.7675

Descriptive statistics

Standard deviation	917.7902125
Coefficient of variation (CV)	0.8306450933
Kurtosis	2.672221204
Mean	1104.912579
Median Absolute Deviation (MAD)	558.03
Skewness	1.397480857
Sum	57459873.77
Variance	842338.8741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1227	2.4%
663.47	4	< 0.1%
259.85	4	< 0.1%
640.78	4	< 0.1%
399	4	< 0.1%
1379.52	3	< 0.1%
609.29	3	< 0.1%
221.21	3	< 0.1%
961.97	3	< 0.1%
87.08	3	< 0.1%
Other values (48111)	50746	97.6%

Value	Count	Frequency (%)
0	1227	2.4%
0.01	2	< 0.1%
0.02	1	< 0.1%
0.1	1	< 0.1%
0.14	1	< 0.1%

Value	Count	Frequency (%)
8141.37	1	< 0.1%
7499.93	1	< 0.1%
7274.98	1	< 0.1%
6958.98	1	< 0.1%
6910.93	1	< 0.1%

usage_app_other_active_days_w1_2
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.87412507

Minimum	2
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	8
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	12
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.748234973
Coefficient of variation (CV)	0.2527315951
Kurtosis	-1.145275538
Mean	10.87412507
Median Absolute Deviation (MAD)	3
Skewness	-0.2786767294
Sum	565498
Variance	7.552795467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
14	16226	31.2%
8	7424	14.3%
9	6322	12.2%
10	5437	10.5%
13	4176	8.0%
11	3524	6.8%
12	3276	6.3%
7	3052	5.9%
6	1529	2.9%
5	699	1.3%
Other values (3)	339	0.7%

Value	Count	Frequency (%)
2	10	< 0.1%
3	59	0.1%
4	270	0.5%
5	699	1.3%
6	1529	2.9%

Value	Count	Frequency (%)
14	16226	31.2%
13	4176	8.0%
12	3276	6.3%
11	3524	6.8%
10	5437	10.5%

usage_app_other_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.196350281

Minimum	0
Maximum	14
Zeros	1227
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.360638062
Coefficient of variation (CV)	0.4669920072
Kurtosis	-0.3675591248
Mean	7.196350281
Median Absolute Deviation (MAD)	2
Skewness	-0.04377186636
Sum	374239
Variance	11.29388818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6894	13.3%
9	6399	12.3%
7	6021	11.6%
6	5796	11.1%
5	4122	7.9%
10	3964	7.6%
4	3161	6.1%
11	2717	5.2%
14	2638	5.1%
3	2566	4.9%
Other values (5)	7726	14.9%

Value	Count	Frequency (%)
0	1227	2.4%
1	2050	3.9%
2	1932	3.7%
3	2566	4.9%
4	3161	6.1%

Value	Count	Frequency (%)
14	2638	5.1%
13	1044	2.0%
12	1473	2.8%
11	2717	5.2%
10	3964	7.6%

usage_app_other_avg_daily_w1_2
Real number (ℝ)

Distinct	48580
Distinct (%)	93.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.3363964

Minimum	8.792142857
Maximum	564.5171429
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	8.792142857
5-th percentile	52.7695
Q1	74.185
median	98.875
Q3	127.9141071
95-th percentile	230.1541786
Maximum	564.5171429
Range	555.725
Interquartile range (IQR)	53.72910714

Descriptive statistics

Standard deviation	55.75536943
Coefficient of variation (CV)	0.5007829537
Kurtosis	5.183169931
Mean	111.3363964
Median Absolute Deviation (MAD)	26.42785714
Skewness	1.955108348
Sum	5789937.958
Variance	3108.661221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.66714286	4	< 0.1%
129.905	4	< 0.1%
73.42142857	4	< 0.1%
79.44785714	4	< 0.1%
67.43071429	4	< 0.1%
99.72714286	4	< 0.1%
122.96	4	< 0.1%
129.8521429	4	< 0.1%
132.7928571	4	< 0.1%
129.9014286	4	< 0.1%
Other values (48570)	51964	99.9%

Value	Count	Frequency (%)
8.792142857	1	< 0.1%
11.33214286	1	< 0.1%
11.86071429	1	< 0.1%
15.12785714	1	< 0.1%
16.48142857	1	< 0.1%

Value	Count	Frequency (%)
564.5171429	1	< 0.1%
552.9792857	1	< 0.1%
543.1278571	1	< 0.1%
524.0714286	1	< 0.1%
518.4978571	1	< 0.1%

usage_app_other_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	47951
Distinct (%)	92.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.92232709

Minimum	0
Maximum	581.5264286
Zeros	1227
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4.776857143
Q1	28.62678571
median	65.47357143
Q3	110.2530357
95-th percentile	205.5595
Maximum	581.5264286
Range	581.5264286
Interquartile range (IQR)	81.62625

Descriptive statistics

Standard deviation	65.55644375
Coefficient of variation (CV)	0.8306450933
Kurtosis	2.672221204
Mean	78.92232709
Median Absolute Deviation (MAD)	39.85928571
Skewness	1.397480857
Sum	4104276.698
Variance	4297.647317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1227	2.4%
8.35	4	< 0.1%
45.77	4	< 0.1%
18.56071429	4	< 0.1%
28.5	4	< 0.1%
47.39071429	4	< 0.1%
73.01285714	4	< 0.1%
22.28142857	3	< 0.1%
64.96857143	3	< 0.1%
53.86357143	3	< 0.1%
Other values (47941)	50744	97.6%

Value	Count	Frequency (%)
0	1227	2.4%
0.0007142857143	2	< 0.1%
0.001428571429	1	< 0.1%
0.007142857143	1	< 0.1%
0.01	1	< 0.1%

Value	Count	Frequency (%)
581.5264286	1	< 0.1%
535.7092857	1	< 0.1%
519.6414286	1	< 0.1%
497.07	1	< 0.1%
493.6378571	1	< 0.1%

usage_app_other_median_w1_2
Real number (ℝ)

Zeros

Distinct	27194
Distinct (%)	52.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.24965089

Minimum	0
Maximum	621.945
Zeros	2567
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.49575
Q1	67.97
median	95.3725
Q3	116.21625
95-th percentile	170.125
Maximum	621.945
Range	621.945
Interquartile range (IQR)	48.24625

Descriptive statistics

Standard deviation	51.43181145
Coefficient of variation (CV)	0.5515496408
Kurtosis	6.448501673
Mean	93.24965089
Median Absolute Deviation (MAD)	23.9575
Skewness	1.306661393
Sum	4849354.845
Variance	2645.231229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2567	4.9%
85.85	11	< 0.1%
106.09	11	< 0.1%
96.055	11	< 0.1%
97.4	10	< 0.1%
98.12	10	< 0.1%
101.775	10	< 0.1%
101.055	10	< 0.1%
99.84	10	< 0.1%
100.97	10	< 0.1%
Other values (27184)	49344	94.9%

Value	Count	Frequency (%)
0	2567	4.9%
0.005	1	< 0.1%
0.025	2	< 0.1%
0.035	1	< 0.1%
0.045	1	< 0.1%

Value	Count	Frequency (%)
621.945	1	< 0.1%
611.505	1	< 0.1%
593.425	1	< 0.1%
550.63	1	< 0.1%
550.625	1	< 0.1%

usage_app_other_median_w3_4
Real number (ℝ)

Zeros

Distinct	23058
Distinct (%)	44.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.25170987

Minimum	0
Maximum	665.195
Zeros	20854
Zeros (%)	40.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17.51
Q3	91.84625
95-th percentile	178.04425
Maximum	665.195
Range	665.195
Interquartile range (IQR)	91.84625

Descriptive statistics

Standard deviation	65.90348923
Coefficient of variation (CV)	1.28587884
Kurtosis	2.238672443
Mean	51.25170987
Median Absolute Deviation (MAD)	17.51
Skewness	1.416877398
Sum	2665293.92
Variance	4343.269893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20854	40.1%
0.16	9	< 0.1%
5.775	8	< 0.1%
16.665	7	< 0.1%
1.69	7	< 0.1%
42.235	7	< 0.1%
0.64	7	< 0.1%
1.125	7	< 0.1%
4.785	6	< 0.1%
1.91	6	< 0.1%
Other values (23048)	31086	59.8%

Value	Count	Frequency (%)
0	20854	40.1%
0.01	1	< 0.1%
0.015	2	< 0.1%
0.02	1	< 0.1%
0.025	1	< 0.1%

Value	Count	Frequency (%)
665.195	1	< 0.1%
548.215	1	< 0.1%
529.715	1	< 0.1%
503.94	1	< 0.1%
499.715	1	< 0.1%

usage_app_other_std_dev_w1_2
Real number (ℝ)

Unique

Distinct	52004
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.69269178

Minimum	0.4102753029
Maximum	618.3410418
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.4102753029
5-th percentile	9.045560638
Q1	34.83225549
median	59.14421418
Q3	105.7302057
95-th percentile	273.6299372
Maximum	618.3410418
Range	617.9307665
Interquartile range (IQR)	70.89795022

Descriptive statistics

Standard deviation	83.25996635
Coefficient of variation (CV)	0.9494515982
Kurtosis	2.469157886
Mean	87.69269178
Median Absolute Deviation (MAD)	31.55506535
Skewness	1.67204388
Sum	4560370.743
Variance	6932.221997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62.02564118	1	< 0.1%
141.8437755	1	< 0.1%
49.31229105	1	< 0.1%
232.6972917	1	< 0.1%
67.65057754	1	< 0.1%
35.6639244	1	< 0.1%
66.5668883	1	< 0.1%
356.2437886	1	< 0.1%
72.78276515	1	< 0.1%
188.6202796	1	< 0.1%
Other values (51994)	51994	> 99.9%

Value	Count	Frequency (%)
0.4102753029	1	< 0.1%
0.5225360811	1	< 0.1%
0.5952601241	1	< 0.1%
0.596530721	1	< 0.1%
0.6133286053	1	< 0.1%

Value	Count	Frequency (%)
618.3410418	1	< 0.1%
591.7114909	1	< 0.1%
532.9169753	1	< 0.1%
529.3026332	1	< 0.1%
519.0987867	1	< 0.1%

usage_app_other_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50725
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.87195277

Minimum	0
Maximum	587.9058748
Zeros	1227
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	9.072080091
Q1	39.76134283
median	71.11439297
Q3	105.6599251
95-th percentile	259.6883877
Maximum	587.9058748
Range	587.9058748
Interquartile range (IQR)	65.89858222

Descriptive statistics

Standard deviation	76.67684717
Coefficient of variation (CV)	0.8531788262
Kurtosis	3.097920785
Mean	89.87195277
Median Absolute Deviation (MAD)	32.47352071
Skewness	1.688043665
Sum	4673701.032
Variance	5879.338892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1227	2.4%
37.1225865	2	< 0.1%
15.97420443	2	< 0.1%
2.56303531	2	< 0.1%
33.43972659	2	< 0.1%
25.23213385	2	< 0.1%
23.92789899	2	< 0.1%
35.73817327	2	< 0.1%
44.89988864	2	< 0.1%
37.22147316	2	< 0.1%
Other values (50715)	50759	97.6%

Value	Count	Frequency (%)
0	1227	2.4%
0.002672612419	1	< 0.1%
0.002672612419	1	< 0.1%
0.005345224838	1	< 0.1%
0.02672612419	1	< 0.1%

Value	Count	Frequency (%)
587.9058748	1	< 0.1%
571.0145	1	< 0.1%
564.919499	1	< 0.1%
551.6862742	1	< 0.1%
522.7647885	1	< 0.1%

usage_voice_d2d_incoming_total_w1_2
Real number (ℝ)

Distinct	39215
Distinct (%)	75.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	310.7167781

Minimum	0
Maximum	1582.04
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	147.9415
Q1	207.78
median	275.66
Q3	356.8125
95-th percentile	642.715
Maximum	1582.04
Range	1582.04
Interquartile range (IQR)	149.0325

Descriptive statistics

Standard deviation	155.5452096
Coefficient of variation (CV)	0.5006012567
Kurtosis	5.368739792
Mean	310.7167781
Median Absolute Deviation (MAD)	73.18
Skewness	1.982402077
Sum	16158515.33
Variance	24194.31223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
207.35	7	< 0.1%
198.94	7	< 0.1%
191.34	7	< 0.1%
227.38	7	< 0.1%
279.42	7	< 0.1%
178.56	6	< 0.1%
299.05	6	< 0.1%
228.51	6	< 0.1%
200.65	6	< 0.1%
282.2	6	< 0.1%
Other values (39205)	51939	99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
3.35	1	< 0.1%
8.24	1	< 0.1%
30	1	< 0.1%
38.42	1	< 0.1%

Value	Count	Frequency (%)
1582.04	1	< 0.1%
1485.1	1	< 0.1%
1477.86	1	< 0.1%
1456.16	1	< 0.1%
1451.65	1	< 0.1%

usage_voice_d2d_incoming_total_w3_4
Real number (ℝ)

Zeros

Distinct	39446
Distinct (%)	75.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.4712828

Minimum	0
Maximum	1503.7
Zeros	1291
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	13.1615
Q1	79.0925
median	181.205
Q3	307.42
95-th percentile	575.534
Maximum	1503.7
Range	1503.7
Interquartile range (IQR)	228.3275

Descriptive statistics

Standard deviation	183.4348672
Coefficient of variation (CV)	0.8358035042
Kurtosis	2.776592463
Mean	219.4712828
Median Absolute Deviation (MAD)	111.575
Skewness	1.42411324
Sum	11413384.59
Variance	33648.35051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1291	2.5%
36.33	8	< 0.1%
21.43	7	< 0.1%
53.31	7	< 0.1%
99.37	6	< 0.1%
52.42	6	< 0.1%
35.79	6	< 0.1%
29.79	6	< 0.1%
63.77	6	< 0.1%
79.6	6	< 0.1%
Other values (39436)	50655	97.4%

Value	Count	Frequency (%)
0	1291	2.5%
0.01	2	< 0.1%
0.02	2	< 0.1%
0.03	1	< 0.1%
0.05	1	< 0.1%

Value	Count	Frequency (%)
1503.7	1	< 0.1%
1407.13	1	< 0.1%
1404.26	1	< 0.1%
1394.04	1	< 0.1%
1368.98	1	< 0.1%

usage_voice_d2d_incoming_active_days_w1_2
Real number (ℝ)

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.88177832

Minimum	0
Maximum	14
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	8
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.747441215
Coefficient of variation (CV)	0.2524809027
Kurtosis	-1.150339165
Mean	10.88177832
Median Absolute Deviation (MAD)	3
Skewness	-0.2757583251
Sum	565896
Variance	7.548433228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
14	16375	31.5%
8	7458	14.3%
9	6392	12.3%
10	5380	10.3%
13	4104	7.9%
11	3480	6.7%
12	3245	6.2%
7	3066	5.9%
6	1511	2.9%
5	676	1.3%
Other values (5)	317	0.6%

Value	Count	Frequency (%)
0	1	< 0.1%
1	2	< 0.1%
2	14	< 0.1%
3	56	0.1%
4	244	0.5%

Value	Count	Frequency (%)
14	16375	31.5%
13	4104	7.9%
12	3245	6.2%
11	3480	6.7%
10	5380	10.3%

usage_voice_d2d_incoming_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.16900623

Minimum	0
Maximum	14
Zeros	1291
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.367307724
Coefficient of variation (CV)	0.4697035566
Kurtosis	-0.3841713037
Mean	7.16900623
Median Absolute Deviation (MAD)	2
Skewness	-0.05522129419
Sum	372817
Variance	11.33876131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6777	13.0%
9	6432	12.4%
7	6050	11.6%
6	5638	10.8%
5	4154	8.0%
10	4037	7.8%
4	3169	6.1%
11	2787	5.4%
3	2591	5.0%
14	2527	4.9%
Other values (5)	7842	15.1%

Value	Count	Frequency (%)
0	1291	2.5%
1	2074	4.0%
2	1996	3.8%
3	2591	5.0%
4	3169	6.1%

Value	Count	Frequency (%)
14	2527	4.9%
13	1073	2.1%
12	1408	2.7%
11	2787	5.4%
10	4037	7.8%

usage_voice_d2d_incoming_avg_daily_w1_2
Real number (ℝ)

Distinct	38577
Distinct (%)	74.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.19405558

Minimum	0
Maximum	113.0028571
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	10.56725
Q1	14.84142857
median	19.69
Q3	25.48660714
95-th percentile	45.90821429
Maximum	113.0028571
Range	113.0028571
Interquartile range (IQR)	10.64517857

Descriptive statistics

Standard deviation	11.11037212
Coefficient of variation (CV)	0.5006012567
Kurtosis	5.368739792
Mean	22.19405558
Median Absolute Deviation (MAD)	5.227142857
Skewness	1.982402077
Sum	1154179.666
Variance	123.4403685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.21	7	< 0.1%
14.81071429	7	< 0.1%
16.24142857	7	< 0.1%
13.66714286	7	< 0.1%
19.95857143	7	< 0.1%
20.15714286	6	< 0.1%
16.14928571	6	< 0.1%
19.02785714	6	< 0.1%
14.49071429	6	< 0.1%
22.62857143	6	< 0.1%
Other values (38567)	51939	99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
0.2392857143	1	< 0.1%
0.5885714286	1	< 0.1%
2.142857143	1	< 0.1%
2.744285714	1	< 0.1%

Value	Count	Frequency (%)
113.0028571	1	< 0.1%
106.0785714	1	< 0.1%
105.5614286	1	< 0.1%
104.0114286	1	< 0.1%
103.6892857	1	< 0.1%

usage_voice_d2d_incoming_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	38886
Distinct (%)	74.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.6765202

Minimum	0
Maximum	107.4071429
Zeros	1291
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9401071429
Q1	5.649464286
median	12.94321429
Q3	21.95857143
95-th percentile	41.10957143
Maximum	107.4071429
Range	107.4071429
Interquartile range (IQR)	16.30910714

Descriptive statistics

Standard deviation	13.10249052
Coefficient of variation (CV)	0.8358035042
Kurtosis	2.776592463
Mean	15.6765202
Median Absolute Deviation (MAD)	7.969642857
Skewness	1.42411324
Sum	815241.7564
Variance	171.6752577
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1291	2.5%
2.595	8	< 0.1%
17.46428571	7	< 0.1%
1.530714286	7	< 0.1%
3.807857143	7	< 0.1%
2.403571429	6	< 0.1%
7.097857143	6	< 0.1%
4.555	6	< 0.1%
2.127857143	6	< 0.1%
1.752142857	6	< 0.1%
Other values (38876)	50654	97.4%

Value	Count	Frequency (%)
0	1291	2.5%
0.0007142857143	2	< 0.1%
0.001428571429	2	< 0.1%
0.002142857143	1	< 0.1%
0.003571428571	1	< 0.1%

Value	Count	Frequency (%)
107.4071429	1	< 0.1%
100.5092857	1	< 0.1%
100.3042857	1	< 0.1%
99.57428571	1	< 0.1%
97.78428571	1	< 0.1%

usage_voice_d2d_incoming_median_w1_2
Real number (ℝ)

Zeros

Distinct	10894
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.66017354

Minimum	0
Maximum	121.9
Zeros	2504
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.205
Q1	13.68
median	19.1125
Q3	23.22125
95-th percentile	33.99925
Maximum	121.9
Range	121.9
Interquartile range (IQR)	9.54125

Descriptive statistics

Standard deviation	10.25075097
Coefficient of variation (CV)	0.5493384586
Kurtosis	6.659647724
Mean	18.66017354
Median Absolute Deviation (MAD)	4.7475
Skewness	1.320957752
Sum	970403.665
Variance	105.0778955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2504	4.8%
20.29	34	0.1%
20.25	30	0.1%
19.93	29	0.1%
20.155	29	0.1%
20.21	29	0.1%
21.11	28	0.1%
19.725	28	0.1%
20	27	0.1%
19.975	27	0.1%
Other values (10884)	49239	94.7%

Value	Count	Frequency (%)
0	2504	4.8%
0.005	5	< 0.1%
0.01	2	< 0.1%
0.015	4	< 0.1%
0.02	3	< 0.1%

Value	Count	Frequency (%)
121.9	1	< 0.1%
115.13	1	< 0.1%
114.28	1	< 0.1%
111.82	1	< 0.1%
110.42	1	< 0.1%

usage_voice_d2d_incoming_median_w3_4
Real number (ℝ)

Zeros

Distinct	10916
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.23562043

Minimum	0
Maximum	122.055
Zeros	20913
Zeros (%)	40.2%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.535
Q3	18.435
95-th percentile	35.51425
Maximum	122.055
Range	122.055
Interquartile range (IQR)	18.435

Descriptive statistics

Standard deviation	13.16204218
Coefficient of variation (CV)	1.285905653
Kurtosis	2.279847114
Mean	10.23562043
Median Absolute Deviation (MAD)	3.535
Skewness	1.420246275
Sum	532293.205
Variance	173.2393543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20913	40.2%
0.105	15	< 0.1%
0.43	15	< 0.1%
0.635	15	< 0.1%
0.12	15	< 0.1%
0.115	15	< 0.1%
1.215	15	< 0.1%
0.03	14	< 0.1%
3.165	14	< 0.1%
0.52	14	< 0.1%
Other values (10906)	30959	59.5%

Value	Count	Frequency (%)
0	20913	40.2%
0.005	13	< 0.1%
0.01	10	< 0.1%
0.015	13	< 0.1%
0.02	9	< 0.1%

Value	Count	Frequency (%)
122.055	1	< 0.1%
114.795	1	< 0.1%
109.69	1	< 0.1%
109.495	1	< 0.1%
109.285	1	< 0.1%

usage_voice_d2d_incoming_std_dev_w1_2
Real number (ℝ)

Distinct	52002
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.39422665

Minimum	0
Maximum	118.4295506
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.801652354
Q1	6.890285357
median	11.78048095
Q3	20.64788177
95-th percentile	54.63193189
Maximum	118.4295506
Range	118.4295506
Interquartile range (IQR)	13.75759642

Descriptive statistics

Standard deviation	16.5973308
Coefficient of variation (CV)	0.9541861873
Kurtosis	2.578614465
Mean	17.39422665
Median Absolute Deviation (MAD)	6.203700177
Skewness	1.698246744
Sum	904569.3625
Variance	275.4713898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.762871726	2	< 0.1%
3.001240403	2	< 0.1%
10.13151229	1	< 0.1%
13.04616631	1	< 0.1%
18.76683754	1	< 0.1%
1.466752599	1	< 0.1%
15.01475862	1	< 0.1%
22.79648393	1	< 0.1%
11.45977391	1	< 0.1%
9.290366273	1	< 0.1%
Other values (51992)	51992	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
0.09296105766	1	< 0.1%
0.09767911134	1	< 0.1%
0.09840486006	1	< 0.1%
0.1184422704	1	< 0.1%

Value	Count	Frequency (%)
118.4295506	1	< 0.1%
116.6440781	1	< 0.1%
109.2427581	1	< 0.1%
105.5915758	1	< 0.1%
105.0777902	1	< 0.1%

usage_voice_d2d_incoming_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50397
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.85020964

Minimum	0
Maximum	126.1485628
Zeros	1291
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.832672173
Q1	7.955228117
median	14.0737364
Q3	20.86845767
95-th percentile	51.70940853
Maximum	126.1485628
Range	126.1485628
Interquartile range (IQR)	12.91322955

Descriptive statistics

Standard deviation	15.26964715
Coefficient of variation (CV)	0.8554323705
Kurtosis	3.371658978
Mean	17.85020964
Median Absolute Deviation (MAD)	6.378924886
Skewness	1.736227699
Sum	928282.3023
Variance	233.1621241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1291	2.5%
4.556804175	5	< 0.1%
1.395103683	4	< 0.1%
3.404908222	4	< 0.1%
5.727408414	4	< 0.1%
5.986651819	4	< 0.1%
5.080636209	4	< 0.1%
8.99334079	4	< 0.1%
4.003573404	4	< 0.1%
4.057025652	3	< 0.1%
Other values (50387)	50677	97.4%

Value	Count	Frequency (%)
0	1291	2.5%
0.002672612419	1	< 0.1%
0.002672612419	1	< 0.1%
0.005345224838	1	< 0.1%
0.005345224838	1	< 0.1%

Value	Count	Frequency (%)
126.1485628	1	< 0.1%
118.4555215	1	< 0.1%
112.5348201	1	< 0.1%
110.3383162	1	< 0.1%
108.2999532	1	< 0.1%

usage_voice_d2d_outgoing_total_w1_2
Real number (ℝ)

Distinct	39371
Distinct (%)	75.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	311.3890457

Minimum	5.28
Maximum	1674.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	5.28
5-th percentile	146.8215
Q1	207.26
median	275.67
Q3	357.5025
95-th percentile	649.749
Maximum	1674.52
Range	1669.24
Interquartile range (IQR)	150.2425

Descriptive statistics

Standard deviation	157.2417144
Coefficient of variation (CV)	0.504968677
Kurtosis	5.224840516
Mean	311.3890457
Median Absolute Deviation (MAD)	73.745
Skewness	1.961423034
Sum	16193475.93
Variance	24724.95675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
363.05	7	< 0.1%
180.78	7	< 0.1%
188	7	< 0.1%
220.87	7	< 0.1%
262.52	7	< 0.1%
192.26	6	< 0.1%
363.12	6	< 0.1%
198.93	6	< 0.1%
264.31	6	< 0.1%
195.37	6	< 0.1%
Other values (39361)	51939	99.9%

Value	Count	Frequency (%)
5.28	1	< 0.1%
17.16	1	< 0.1%
24.47	1	< 0.1%
26.11	1	< 0.1%
32.36	1	< 0.1%

Value	Count	Frequency (%)
1674.52	1	< 0.1%
1555.77	1	< 0.1%
1468.73	1	< 0.1%
1433.15	1	< 0.1%
1413.66	1	< 0.1%

usage_voice_d2d_outgoing_total_w3_4
Real number (ℝ)

Zeros

Distinct	39539
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.863922

Minimum	0
Maximum	1520.52
Zeros	1195
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	13.86
Q1	79.53
median	181.79
Q3	307.585
95-th percentile	575.2655
Maximum	1520.52
Range	1520.52
Interquartile range (IQR)	228.055

Descriptive statistics

Standard deviation	182.7179991
Coefficient of variation (CV)	0.8310503945
Kurtosis	2.601322342
Mean	219.863922
Median Absolute Deviation (MAD)	111.295
Skewness	1.393304521
Sum	11433803.4
Variance	33385.8672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1195	2.3%
24.3	7	< 0.1%
34.89	7	< 0.1%
23	6	< 0.1%
43.59	6	< 0.1%
159.22	6	< 0.1%
53.25	6	< 0.1%
46.75	6	< 0.1%
21.98	6	< 0.1%
23.86	6	< 0.1%
Other values (39529)	50753	97.6%

Value	Count	Frequency (%)
0	1195	2.3%
0.01	3	< 0.1%
0.05	1	< 0.1%
0.08	1	< 0.1%
0.13	2	< 0.1%

Value	Count	Frequency (%)
1520.52	1	< 0.1%
1517.16	1	< 0.1%
1342.18	1	< 0.1%
1335.1	1	< 0.1%
1330.45	1	< 0.1%

usage_voice_d2d_outgoing_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.85108838

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	8
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.751447581
Coefficient of variation (CV)	0.2535642034
Kurtosis	-1.126293593
Mean	10.85108838
Median Absolute Deviation (MAD)	3
Skewness	-0.2702673209
Sum	564300
Variance	7.570463789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16132	31.0%
8	7442	14.3%
9	6431	12.4%
10	5551	10.7%
13	4054	7.8%
11	3440	6.6%
12	3279	6.3%
7	3108	6.0%
6	1533	2.9%
5	667	1.3%
Other values (4)	367	0.7%

Value	Count	Frequency (%)
1	3	< 0.1%
2	19	< 0.1%
3	73	0.1%
4	272	0.5%
5	667	1.3%

Value	Count	Frequency (%)
14	16132	31.0%
13	4054	7.8%
12	3279	6.3%
11	3440	6.6%
10	5551	10.7%

usage_voice_d2d_outgoing_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.171929082

Minimum	0
Maximum	14
Zeros	1195
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.331886962
Coefficient of variation (CV)	0.4645733279
Kurtosis	-0.3495103857
Mean	7.171929082
Median Absolute Deviation (MAD)	2
Skewness	-0.04240818351
Sum	372969
Variance	11.10147072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6759	13.0%
9	6570	12.6%
7	6162	11.8%
6	5788	11.1%
5	4265	8.2%
10	3903	7.5%
4	3236	6.2%
11	2678	5.1%
3	2504	4.8%
14	2469	4.7%
Other values (5)	7670	14.7%

Value	Count	Frequency (%)
0	1195	2.3%
1	2038	3.9%
2	1930	3.7%
3	2504	4.8%
4	3236	6.2%

Value	Count	Frequency (%)
14	2469	4.7%
13	1088	2.1%
12	1419	2.7%
11	2678	5.1%
10	3903	7.5%

usage_voice_d2d_outgoing_avg_daily_w1_2
Real number (ℝ)

Distinct	38712
Distinct (%)	74.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.24207469

Minimum	0.3771428571
Maximum	119.6085714
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.3771428571
5-th percentile	10.48725
Q1	14.80428571
median	19.69071429
Q3	25.53589286
95-th percentile	46.41064286
Maximum	119.6085714
Range	119.2314286
Interquartile range (IQR)	10.73160714

Descriptive statistics

Standard deviation	11.23155103
Coefficient of variation (CV)	0.504968677
Kurtosis	5.224840516
Mean	22.24207469
Median Absolute Deviation (MAD)	5.2675
Skewness	1.961423034
Sum	1156676.852
Variance	126.1477385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.93214286	7	< 0.1%
12.91285714	7	< 0.1%
15.77642857	7	< 0.1%
18.75142857	7	< 0.1%
13.42857143	7	< 0.1%
16.80357143	7	< 0.1%
16.62428571	7	< 0.1%
16.96285714	7	< 0.1%
25.68642857	6	< 0.1%
13.955	6	< 0.1%
Other values (38702)	51936	99.9%

Value	Count	Frequency (%)
0.3771428571	1	< 0.1%
1.225714286	1	< 0.1%
1.747857143	1	< 0.1%
1.865	1	< 0.1%
2.311428571	1	< 0.1%

Value	Count	Frequency (%)
119.6085714	1	< 0.1%
111.1264286	1	< 0.1%
104.9092857	1	< 0.1%
102.3678571	1	< 0.1%
100.9757143	1	< 0.1%

usage_voice_d2d_outgoing_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	38943
Distinct (%)	74.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.70456586

Minimum	0
Maximum	108.6085714
Zeros	1195
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.99
Q1	5.680714286
median	12.985
Q3	21.97035714
95-th percentile	41.09039286
Maximum	108.6085714
Range	108.6085714
Interquartile range (IQR)	16.28964286

Descriptive statistics

Standard deviation	13.05128565
Coefficient of variation (CV)	0.8310503945
Kurtosis	2.601322342
Mean	15.70456586
Median Absolute Deviation (MAD)	7.949642857
Skewness	1.393304521
Sum	816700.2429
Variance	170.3360572
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1195	2.3%
1.735714286	7	< 0.1%
2.492142857	7	< 0.1%
2.160714286	6	< 0.1%
1.57	6	< 0.1%
3.339285714	6	< 0.1%
22.00285714	6	< 0.1%
11.37285714	6	< 0.1%
1.642857143	6	< 0.1%
2.967857143	6	< 0.1%
Other values (38933)	50753	97.6%

Value	Count	Frequency (%)
0	1195	2.3%
0.0007142857143	3	< 0.1%
0.003571428571	1	< 0.1%
0.005714285714	1	< 0.1%
0.009285714286	2	< 0.1%

Value	Count	Frequency (%)
108.6085714	1	< 0.1%
108.3685714	1	< 0.1%
95.87	1	< 0.1%
95.36428571	1	< 0.1%
95.03214286	1	< 0.1%

usage_voice_d2d_outgoing_median_w1_2
Real number (ℝ)

Zeros

Distinct	10985
Distinct (%)	21.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.59049631

Minimum	0
Maximum	112.725
Zeros	2567
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.065
Q1	13.54
median	19.055
Q3	23.11625
95-th percentile	33.96
Maximum	112.725
Range	112.725
Interquartile range (IQR)	9.57625

Descriptive statistics

Standard deviation	10.27956393
Coefficient of variation (CV)	0.5529472562
Kurtosis	6.274183007
Mean	18.59049631
Median Absolute Deviation (MAD)	4.76
Skewness	1.287172883
Sum	966780.17
Variance	105.6694345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2567	4.9%
20.08	32	0.1%
19.96	31	0.1%
19.975	30	0.1%
20.515	29	0.1%
19.89	29	0.1%
19.85	29	0.1%
20.025	29	0.1%
20.015	28	0.1%
20.295	28	0.1%
Other values (10975)	49172	94.6%

Value	Count	Frequency (%)
0	2567	4.9%
0.005	1	< 0.1%
0.01	3	< 0.1%
0.015	3	< 0.1%
0.02	1	< 0.1%

Value	Count	Frequency (%)
112.725	1	< 0.1%
111.07	1	< 0.1%
109.85	1	< 0.1%
108.435	1	< 0.1%
108.19	1	< 0.1%

usage_voice_d2d_outgoing_median_w3_4
Real number (ℝ)

Zeros

Distinct	10890
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.21272335

Minimum	0
Maximum	112.46
Zeros	20956
Zeros (%)	40.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.545
Q3	18.45
95-th percentile	35.345
Maximum	112.46
Range	112.46
Interquartile range (IQR)	18.45

Descriptive statistics

Standard deviation	13.09958479
Coefficient of variation (CV)	1.282673029
Kurtosis	2.095932653
Mean	10.21272335
Median Absolute Deviation (MAD)	3.545
Skewness	1.395926879
Sum	531102.465
Variance	171.5991217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20956	40.3%
0.075	19	< 0.1%
0.08	17	< 0.1%
0.19	16	< 0.1%
0.405	16	< 0.1%
0.675	16	< 0.1%
1.5	16	< 0.1%
0.145	16	< 0.1%
0.64	15	< 0.1%
0.5	15	< 0.1%
Other values (10880)	30902	59.4%

Value	Count	Frequency (%)
0	20956	40.3%
0.005	10	< 0.1%
0.01	8	< 0.1%
0.015	13	< 0.1%
0.02	9	< 0.1%

Value	Count	Frequency (%)
112.46	1	< 0.1%
112.38	1	< 0.1%
112.025	1	< 0.1%
111.045	1	< 0.1%
105.41	1	< 0.1%

usage_voice_d2d_outgoing_std_dev_w1_2
Real number (ℝ)

Distinct	52001
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.5927484

Minimum	0.1116041868
Maximum	121.2108049
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.1116041868
5-th percentile	1.776466272
Q1	6.980355765
median	11.81719413
Q3	21.05477358
95-th percentile	55.30451187
Maximum	121.2108049
Range	121.0992007
Interquartile range (IQR)	14.07441782

Descriptive statistics

Standard deviation	16.80783263
Coefficient of variation (CV)	0.9553841305
Kurtosis	2.534381465
Mean	17.5927484
Median Absolute Deviation (MAD)	6.253258078
Skewness	1.68839566
Sum	914893.2879
Variance	282.5032379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.943718681	2	< 0.1%
3.705869416	2	< 0.1%
11.99547197	2	< 0.1%
11.29126019	1	< 0.1%
13.88492455	1	< 0.1%
11.97760614	1	< 0.1%
2.641723651	1	< 0.1%
5.379768981	1	< 0.1%
4.072809396	1	< 0.1%
9.534797692	1	< 0.1%
Other values (51991)	51991	> 99.9%

Value	Count	Frequency (%)
0.1116041868	1	< 0.1%
0.1128769631	1	< 0.1%
0.1201555768	1	< 0.1%
0.1210757641	1	< 0.1%
0.1278327376	1	< 0.1%

Value	Count	Frequency (%)
121.2108049	1	< 0.1%
115.872258	1	< 0.1%
105.2127743	1	< 0.1%
105.2033648	1	< 0.1%
104.9142715	1	< 0.1%

usage_voice_d2d_outgoing_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50516
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.93911444

Minimum	0
Maximum	114.1178917
Zeros	1195
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.834431384
Q1	7.944716561
median	14.17024844
Q3	20.94883619
95-th percentile	52.19001432
Maximum	114.1178917
Range	114.1178917
Interquartile range (IQR)	13.00411963

Descriptive statistics

Standard deviation	15.33360562
Coefficient of variation (CV)	0.8547582252
Kurtosis	3.088618353
Mean	17.93911444
Median Absolute Deviation (MAD)	6.428362014
Skewness	1.699490232
Sum	932905.7074
Variance	235.1194613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1195	2.3%
5.29177259	4	< 0.1%
5.874402097	4	< 0.1%
5.222284667	4	< 0.1%
1.598222227	4	< 0.1%
3.022724646	3	< 0.1%
2.96125456	3	< 0.1%
6.547900427	3	< 0.1%
6.331418821	3	< 0.1%
0.2538981798	3	< 0.1%
Other values (50506)	50778	97.6%

Value	Count	Frequency (%)
0	1195	2.3%
0.002672612419	2	< 0.1%
0.002672612419	1	< 0.1%
0.0133630621	1	< 0.1%
0.02138089935	1	< 0.1%

Value	Count	Frequency (%)
114.1178917	1	< 0.1%
111.8642276	1	< 0.1%
108.7596273	1	< 0.1%
105.4065838	1	< 0.1%
104.9472503	1	< 0.1%

usage_voice_nd2d_incoming_total_w1_2
Real number (ℝ)

Distinct	39330
Distinct (%)	75.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	310.873049

Minimum	28
Maximum	1606.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	28
5-th percentile	146.5315
Q1	207.5175
median	275.64
Q3	357.69
95-th percentile	641.797
Maximum	1606.78
Range	1578.78
Interquartile range (IQR)	150.1725

Descriptive statistics

Standard deviation	156.5273242
Coefficient of variation (CV)	0.5035088268
Kurtosis	5.280824211
Mean	310.873049
Median Absolute Deviation (MAD)	73.92
Skewness	1.970755416
Sum	16166642.04
Variance	24500.80322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
362.42	9	< 0.1%
316.74	6	< 0.1%
184.61	6	< 0.1%
275.38	6	< 0.1%
264.26	6	< 0.1%
329.5	6	< 0.1%
306.75	6	< 0.1%
362.97	6	< 0.1%
240.3	6	< 0.1%
370.01	6	< 0.1%
Other values (39320)	51941	99.9%

Value	Count	Frequency (%)
28	1	< 0.1%
35.85	1	< 0.1%
50.49	1	< 0.1%
51.11	1	< 0.1%
52.91	1	< 0.1%

Value	Count	Frequency (%)
1606.78	1	< 0.1%
1483.75	1	< 0.1%
1478.24	1	< 0.1%
1455.09	1	< 0.1%
1413.47	1	< 0.1%

usage_voice_nd2d_incoming_total_w3_4
Real number (ℝ)

Zeros

Distinct	39530
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.5980725

Minimum	0
Maximum	1522.3
Zeros	1217
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	12.96
Q1	79.515
median	181.845
Q3	306.9625
95-th percentile	575.0195
Maximum	1522.3
Range	1522.3
Interquartile range (IQR)	227.4475

Descriptive statistics

Standard deviation	182.8463919
Coefficient of variation (CV)	0.8326411516
Kurtosis	2.792486758
Mean	219.5980725
Median Absolute Deviation (MAD)	111.26
Skewness	1.419086109
Sum	11419978.16
Variance	33432.80305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1217	2.3%
49.34	9	< 0.1%
80.11	7	< 0.1%
25.54	7	< 0.1%
59.7	6	< 0.1%
13.82	6	< 0.1%
23.8	6	< 0.1%
75.66	6	< 0.1%
13.39	6	< 0.1%
28.14	6	< 0.1%
Other values (39520)	50728	97.5%

Value	Count	Frequency (%)
0	1217	2.3%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.06	1	< 0.1%
0.08	2	< 0.1%

Value	Count	Frequency (%)
1522.3	1	< 0.1%
1459.05	1	< 0.1%
1455.2	1	< 0.1%
1390.28	1	< 0.1%
1343.25	1	< 0.1%

usage_voice_nd2d_incoming_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.84868472

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	8
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.748739688
Coefficient of variation (CV)	0.2533707781
Kurtosis	-1.13471383
Mean	10.84868472
Median Absolute Deviation (MAD)	3
Skewness	-0.2654271546
Sum	564175
Variance	7.555569872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16106	31.0%
8	7472	14.4%
9	6418	12.3%
10	5518	10.6%
13	4045	7.8%
11	3564	6.9%
12	3213	6.2%
7	3137	6.0%
6	1468	2.8%
5	719	1.4%
Other values (4)	344	0.7%

Value	Count	Frequency (%)
1	1	< 0.1%
2	15	< 0.1%
3	77	0.1%
4	251	0.5%
5	719	1.4%

Value	Count	Frequency (%)
14	16106	31.0%
13	4045	7.8%
12	3213	6.2%
11	3564	6.9%
10	5518	10.6%

usage_voice_nd2d_incoming_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.167544804

Minimum	0
Maximum	14
Zeros	1217
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.364535692
Coefficient of variation (CV)	0.469412579
Kurtosis	-0.3752932936
Mean	7.167544804
Median Absolute Deviation (MAD)	2
Skewness	-0.03780352684
Sum	372741
Variance	11.32010042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6807	13.1%
9	6433	12.4%
7	6062	11.7%
6	5710	11.0%
5	4178	8.0%
10	3983	7.7%
4	3209	6.2%
11	2666	5.1%
14	2626	5.0%
3	2542	4.9%
Other values (5)	7788	15.0%

Value	Count	Frequency (%)
0	1217	2.3%
1	2105	4.0%
2	2031	3.9%
3	2542	4.9%
4	3209	6.2%

Value	Count	Frequency (%)
14	2626	5.0%
13	1035	2.0%
12	1400	2.7%
11	2666	5.1%
10	3983	7.7%

usage_voice_nd2d_incoming_avg_daily_w1_2
Real number (ℝ)

Distinct	38641
Distinct (%)	74.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.20521779

Minimum	2
Maximum	114.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	2
5-th percentile	10.46653571
Q1	14.82267857
median	19.68857143
Q3	25.54928571
95-th percentile	45.84264286
Maximum	114.77
Range	112.77
Interquartile range (IQR)	10.72660714

Descriptive statistics

Standard deviation	11.18052316
Coefficient of variation (CV)	0.5035088268
Kurtosis	5.280824211
Mean	22.20521779
Median Absolute Deviation (MAD)	5.28
Skewness	1.970755416
Sum	1154760.146
Variance	125.0040981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.88714286	9	< 0.1%
17.16571429	7	< 0.1%
16.96357143	6	< 0.1%
21.91071429	6	< 0.1%
17.16428571	6	< 0.1%
26.42928571	6	< 0.1%
16.35285714	6	< 0.1%
18.87571429	6	< 0.1%
23.30428571	6	< 0.1%
17.43714286	6	< 0.1%
Other values (38631)	51940	99.9%

Value	Count	Frequency (%)
2	1	< 0.1%
2.560714286	1	< 0.1%
3.606428571	1	< 0.1%
3.650714286	1	< 0.1%
3.779285714	1	< 0.1%

Value	Count	Frequency (%)
114.77	1	< 0.1%
105.9821429	1	< 0.1%
105.5885714	1	< 0.1%
103.935	1	< 0.1%
100.9621429	1	< 0.1%

usage_voice_nd2d_incoming_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	38938
Distinct (%)	74.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.6855766

Minimum	0
Maximum	108.7357143
Zeros	1217
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9257142857
Q1	5.679642857
median	12.98892857
Q3	21.92589286
95-th percentile	41.07282143
Maximum	108.7357143
Range	108.7357143
Interquartile range (IQR)	16.24625

Descriptive statistics

Standard deviation	13.06045657
Coefficient of variation (CV)	0.8326411516
Kurtosis	2.792486758
Mean	15.6855766
Median Absolute Deviation (MAD)	7.947142857
Skewness	1.419086109
Sum	815712.7257
Variance	170.5755258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1217	2.3%
3.524285714	9	< 0.1%
1.824285714	7	< 0.1%
5.722142857	7	< 0.1%
0.9564285714	6	< 0.1%
2.37	6	< 0.1%
1.412857143	6	< 0.1%
1.733571429	6	< 0.1%
16.57714286	6	< 0.1%
5.154285714	6	< 0.1%
Other values (38928)	50728	97.5%

Value	Count	Frequency (%)
0	1217	2.3%
0.002142857143	1	< 0.1%
0.002857142857	1	< 0.1%
0.004285714286	1	< 0.1%
0.005714285714	2	< 0.1%

Value	Count	Frequency (%)
108.7357143	1	< 0.1%
104.2178571	1	< 0.1%
103.9428571	1	< 0.1%
99.30571429	1	< 0.1%
95.94642857	1	< 0.1%

usage_voice_nd2d_incoming_median_w1_2
Real number (ℝ)

Zeros

Distinct	10989
Distinct (%)	21.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.60142941

Minimum	0
Maximum	138.815
Zeros	2531
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.16
Q1	13.545
median	19.07
Q3	23.215
95-th percentile	33.79925
Maximum	138.815
Range	138.815
Interquartile range (IQR)	9.67

Descriptive statistics

Standard deviation	10.28873778
Coefficient of variation (CV)	0.5531154382
Kurtosis	6.549294369
Mean	18.60142941
Median Absolute Deviation (MAD)	4.795
Skewness	1.315754001
Sum	967348.735
Variance	105.8581251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2531	4.9%
19.97	33	0.1%
20.405	32	0.1%
20.03	29	0.1%
20.68	29	0.1%
19.445	29	0.1%
19.79	28	0.1%
19.57	28	0.1%
20.305	27	0.1%
20.71	27	0.1%
Other values (10979)	49211	94.6%

Value	Count	Frequency (%)
0	2531	4.9%
0.005	1	< 0.1%
0.01	1	< 0.1%
0.015	3	< 0.1%
0.02	2	< 0.1%

Value	Count	Frequency (%)
138.815	1	< 0.1%
119.085	1	< 0.1%
110.31	1	< 0.1%
107.98	1	< 0.1%
107.57	1	< 0.1%

usage_voice_nd2d_incoming_median_w3_4
Real number (ℝ)

Zeros

Distinct	10864
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.23191899

Minimum	0
Maximum	119.48
Zeros	20992
Zeros (%)	40.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.6
Q3	18.33
95-th percentile	35.30925
Maximum	119.48
Range	119.48
Interquartile range (IQR)	18.33

Descriptive statistics

Standard deviation	13.10809661
Coefficient of variation (CV)	1.281098553
Kurtosis	2.215116675
Mean	10.23191899
Median Absolute Deviation (MAD)	3.6
Skewness	1.407283458
Sum	532100.715
Variance	171.8221968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20992	40.4%
0.145	19	< 0.1%
0.305	17	< 0.1%
0.025	16	< 0.1%
4.13	15	< 0.1%
0.17	15	< 0.1%
0.665	15	< 0.1%
2.04	14	< 0.1%
0.35	14	< 0.1%
2.25	14	< 0.1%
Other values (10854)	30873	59.4%

Value	Count	Frequency (%)
0	20992	40.4%
0.005	6	< 0.1%
0.01	13	< 0.1%
0.015	14	< 0.1%
0.02	8	< 0.1%

Value	Count	Frequency (%)
119.48	1	< 0.1%
108.995	1	< 0.1%
104.465	1	< 0.1%
104.445	1	< 0.1%
100.64	1	< 0.1%

usage_voice_nd2d_incoming_std_dev_w1_2
Real number (ℝ)

Distinct	52001
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.51279361

Minimum	0.1200114463
Maximum	122.5000566
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.1200114463
5-th percentile	1.831693183
Q1	6.974541743
median	11.83289266
Q3	21.09902254
95-th percentile	54.99252316
Maximum	122.5000566
Range	122.3800451
Interquartile range (IQR)	14.1244808

Descriptive statistics

Standard deviation	16.63522659
Coefficient of variation (CV)	0.949889947
Kurtosis	2.555137037
Mean	17.51279361
Median Absolute Deviation (MAD)	6.311420533
Skewness	1.688479654
Sum	910735.3188
Variance	276.7307638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.2787444	2	< 0.1%
13.79418742	2	< 0.1%
4.03105343	2	< 0.1%
4.69670214	1	< 0.1%
8.528418428	1	< 0.1%
14.18850277	1	< 0.1%
10.31195884	1	< 0.1%
34.57660647	1	< 0.1%
69.94902757	1	< 0.1%
34.95920539	1	< 0.1%
Other values (51991)	51991	> 99.9%

Value	Count	Frequency (%)
0.1200114463	1	< 0.1%
0.1238596334	1	< 0.1%
0.130949617	1	< 0.1%
0.1328801823	1	< 0.1%
0.1342643775	1	< 0.1%

Value	Count	Frequency (%)
122.5000566	1	< 0.1%
117.2206218	1	< 0.1%
117.0798721	1	< 0.1%
116.662927	1	< 0.1%
113.3700324	1	< 0.1%

usage_voice_nd2d_incoming_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50474
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.8572129

Minimum	0
Maximum	120.4076379
Zeros	1217
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.813189681
Q1	7.916791794
median	14.1967109
Q3	20.80537266
95-th percentile	51.80406579
Maximum	120.4076379
Range	120.4076379
Interquartile range (IQR)	12.88858086

Descriptive statistics

Standard deviation	15.26054682
Coefficient of variation (CV)	0.8545872701
Kurtosis	3.280698216
Mean	17.8572129
Median Absolute Deviation (MAD)	6.395588463
Skewness	1.725062317
Sum	928646.4995
Variance	232.8842893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1217	2.3%
6.825852118	4	< 0.1%
4.428518778	4	< 0.1%
5.668610941	4	< 0.1%
6.486430341	4	< 0.1%
4.134531412	3	< 0.1%
7.50202306	3	< 0.1%
0.2084637687	3	< 0.1%
5.265046466	3	< 0.1%
2.522946124	3	< 0.1%
Other values (50464)	50756	97.6%

Value	Count	Frequency (%)
0	1217	2.3%
0.008017837257	1	< 0.1%
0.01069044968	1	< 0.1%
0.01603567451	1	< 0.1%
0.02138089935	1	< 0.1%

Value	Count	Frequency (%)
120.4076379	1	< 0.1%
119.1677536	1	< 0.1%
114.3926936	1	< 0.1%
106.8400524	1	< 0.1%
105.8846347	1	< 0.1%

usage_voice_d2nd_outgoing_total_w1_2
Real number (ℝ)

Distinct	39584
Distinct (%)	76.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	311.7950548

Minimum	21.66
Maximum	1553.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	21.66
5-th percentile	146.993
Q1	208.2
median	277.01
Q3	357.765
95-th percentile	645.7825
Maximum	1553.36
Range	1531.7
Interquartile range (IQR)	149.565

Descriptive statistics

Standard deviation	156.9079575
Coefficient of variation (CV)	0.5032406869
Kurtosis	5.359998564
Mean	311.7950548
Median Absolute Deviation (MAD)	73.76
Skewness	1.978378822
Sum	16214590.03
Variance	24620.10714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
325.64	7	< 0.1%
280.15	6	< 0.1%
362.64	6	< 0.1%
181.93	6	< 0.1%
362.25	6	< 0.1%
303.38	6	< 0.1%
282.13	6	< 0.1%
173.99	6	< 0.1%
260.01	6	< 0.1%
292.39	6	< 0.1%
Other values (39574)	51943	99.9%

Value	Count	Frequency (%)
21.66	1	< 0.1%
37.01	1	< 0.1%
37.59	1	< 0.1%
40.78	1	< 0.1%
41.29	1	< 0.1%

Value	Count	Frequency (%)
1553.36	1	< 0.1%
1536.06	1	< 0.1%
1405.74	1	< 0.1%
1392.92	1	< 0.1%
1388.84	1	< 0.1%

usage_voice_d2nd_outgoing_total_w3_4
Real number (ℝ)

Zeros

Distinct	39409
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.8834659

Minimum	0
Maximum	1551.62
Zeros	1268
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	12.803
Q1	79.1775
median	182.47
Q3	308.875
95-th percentile	569.7185
Maximum	1551.62
Range	1551.62
Interquartile range (IQR)	229.6975

Descriptive statistics

Standard deviation	182.0434523
Coefficient of variation (CV)	0.8279087815
Kurtosis	2.594226357
Mean	219.8834659
Median Absolute Deviation (MAD)	112.575
Skewness	1.370808754
Sum	11434819.76
Variance	33139.81853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1268	2.4%
41.93	8	< 0.1%
26.04	7	< 0.1%
20.09	7	< 0.1%
42.25	7	< 0.1%
102.56	6	< 0.1%
53.11	6	< 0.1%
286.27	6	< 0.1%
19.46	6	< 0.1%
35.49	6	< 0.1%
Other values (39399)	50677	97.4%

Value	Count	Frequency (%)
0	1268	2.4%
0.02	2	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%

Value	Count	Frequency (%)
1551.62	1	< 0.1%
1454.4	1	< 0.1%
1387.5	1	< 0.1%
1372.27	1	< 0.1%
1363.99	1	< 0.1%

usage_voice_d2nd_outgoing_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.84941543

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	8
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.756338779
Coefficient of variation (CV)	0.2540541282
Kurtosis	-1.130259504
Mean	10.84941543
Median Absolute Deviation (MAD)	3
Skewness	-0.2707360415
Sum	564213
Variance	7.597403462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16156	31.1%
8	7633	14.7%
9	6386	12.3%
10	5396	10.4%
13	4072	7.8%
11	3441	6.6%
12	3285	6.3%
7	3069	5.9%
6	1513	2.9%
5	674	1.3%
Other values (4)	379	0.7%

Value	Count	Frequency (%)
1	2	< 0.1%
2	16	< 0.1%
3	85	0.2%
4	276	0.5%
5	674	1.3%

Value	Count	Frequency (%)
14	16156	31.1%
13	4072	7.8%
12	3285	6.3%
11	3441	6.6%
10	5396	10.4%

usage_voice_d2nd_outgoing_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.16900623

Minimum	0
Maximum	14
Zeros	1268
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.373144704
Coefficient of variation (CV)	0.4705177531
Kurtosis	-0.3856873975
Mean	7.16900623
Median Absolute Deviation (MAD)	2
Skewness	-0.04495984349
Sum	372817
Variance	11.37810519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6892	13.3%
9	6389	12.3%
7	6044	11.6%
6	5519	10.6%
5	4241	8.2%
10	3978	7.6%
4	3167	6.1%
11	2727	5.2%
14	2603	5.0%
3	2592	5.0%
Other values (5)	7852	15.1%

Value	Count	Frequency (%)
0	1268	2.4%
1	2075	4.0%
2	2036	3.9%
3	2592	5.0%
4	3167	6.1%

Value	Count	Frequency (%)
14	2603	5.0%
13	1067	2.1%
12	1406	2.7%
11	2727	5.2%
10	3978	7.6%

usage_voice_d2nd_outgoing_avg_daily_w1_2
Real number (ℝ)

Distinct	38919
Distinct (%)	74.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.27107534

Minimum	1.547142857
Maximum	110.9542857
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1.547142857
5-th percentile	10.4995
Q1	14.87142857
median	19.78642857
Q3	25.55464286
95-th percentile	46.12732143
Maximum	110.9542857
Range	109.4071429
Interquartile range (IQR)	10.68321429

Descriptive statistics

Standard deviation	11.20771125
Coefficient of variation (CV)	0.5032406869
Kurtosis	5.359998564
Mean	22.27107534
Median Absolute Deviation (MAD)	5.268571429
Skewness	1.978378822
Sum	1158185.002
Variance	125.6127915
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.26	7	< 0.1%
25.90285714	6	< 0.1%
12.995	6	< 0.1%
18.57214286	6	< 0.1%
17.55142857	6	< 0.1%
12.42785714	6	< 0.1%
12.77642857	6	< 0.1%
25.875	6	< 0.1%
21.67	6	< 0.1%
16.16214286	6	< 0.1%
Other values (38909)	51943	99.9%

Value	Count	Frequency (%)
1.547142857	1	< 0.1%
2.643571429	1	< 0.1%
2.685	1	< 0.1%
2.912857143	1	< 0.1%
2.949285714	1	< 0.1%

Value	Count	Frequency (%)
110.9542857	1	< 0.1%
109.7185714	1	< 0.1%
100.41	1	< 0.1%
99.49428571	1	< 0.1%
99.20285714	1	< 0.1%

usage_voice_d2nd_outgoing_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	38807
Distinct (%)	74.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.70596185

Minimum	0
Maximum	110.83
Zeros	1268
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9145
Q1	5.655535714
median	13.03357143
Q3	22.0625
95-th percentile	40.69417857
Maximum	110.83
Range	110.83
Interquartile range (IQR)	16.40696429

Descriptive statistics

Standard deviation	13.00310374
Coefficient of variation (CV)	0.8279087815
Kurtosis	2.594226357
Mean	15.70596185
Median Absolute Deviation (MAD)	8.041071429
Skewness	1.370808754
Sum	816772.84
Variance	169.0807068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1268	2.4%
2.995	8	< 0.1%
1.435	7	< 0.1%
3.017857143	7	< 0.1%
1.86	7	< 0.1%
2.133571429	6	< 0.1%
1.122142857	6	< 0.1%
1.39	6	< 0.1%
4.080714286	6	< 0.1%
2.535	6	< 0.1%
Other values (38797)	50677	97.4%

Value	Count	Frequency (%)
0	1268	2.4%
0.001428571429	2	< 0.1%
0.002142857143	1	< 0.1%
0.002857142857	1	< 0.1%
0.003571428571	1	< 0.1%

Value	Count	Frequency (%)
110.83	1	< 0.1%
103.8857143	1	< 0.1%
99.10714286	1	< 0.1%
98.01928571	1	< 0.1%
97.42785714	1	< 0.1%

usage_voice_d2nd_outgoing_median_w1_2
Real number (ℝ)

Zeros

Distinct	10952
Distinct (%)	21.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.62443389

Minimum	0
Maximum	126.755
Zeros	2566
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0815
Q1	13.575
median	19.1225
Q3	23.185
95-th percentile	33.8
Maximum	126.755
Range	126.755
Interquartile range (IQR)	9.61

Descriptive statistics

Standard deviation	10.32213327
Coefficient of variation (CV)	0.5542253433
Kurtosis	6.620988152
Mean	18.62443389
Median Absolute Deviation (MAD)	4.7725
Skewness	1.332792994
Sum	968545.06
Variance	106.5464352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2566	4.9%
20.07	36	0.1%
19.93	34	0.1%
21.43	32	0.1%
20.295	29	0.1%
19.735	28	0.1%
20.095	28	0.1%
20.54	28	0.1%
20.6	27	0.1%
19.84	26	< 0.1%
Other values (10942)	49170	94.6%

Value	Count	Frequency (%)
0	2566	4.9%
0.005	6	< 0.1%
0.015	2	< 0.1%
0.02	2	< 0.1%
0.025	5	< 0.1%

Value	Count	Frequency (%)
126.755	1	< 0.1%
113.945	1	< 0.1%
111.52	1	< 0.1%
107.68	1	< 0.1%
100.56	1	< 0.1%

usage_voice_d2nd_outgoing_median_w3_4
Real number (ℝ)

Zeros

Distinct	10952
Distinct (%)	21.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.24626702

Minimum	0
Maximum	112.925
Zeros	20898
Zeros (%)	40.2%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.535
Q3	18.54
95-th percentile	35.34425
Maximum	112.925
Range	112.925
Interquartile range (IQR)	18.54

Descriptive statistics

Standard deviation	13.08758193
Coefficient of variation (CV)	1.277302447
Kurtosis	1.91544805
Mean	10.24626702
Median Absolute Deviation (MAD)	3.535
Skewness	1.362451726
Sum	532846.87
Variance	171.2848008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20898	40.2%
2.255	17	< 0.1%
0.97	17	< 0.1%
0.495	16	< 0.1%
0.895	16	< 0.1%
0.565	15	< 0.1%
0.01	15	< 0.1%
0.32	15	< 0.1%
4.33	15	< 0.1%
0.27	14	< 0.1%
Other values (10942)	30966	59.5%

Value	Count	Frequency (%)
0	20898	40.2%
0.005	11	< 0.1%
0.01	15	< 0.1%
0.015	12	< 0.1%
0.02	10	< 0.1%

Value	Count	Frequency (%)
112.925	1	< 0.1%
111.795	1	< 0.1%
106.345	1	< 0.1%
103.16	1	< 0.1%
99.5	1	< 0.1%

usage_voice_d2nd_outgoing_std_dev_w1_2
Real number (ℝ)

Distinct	51996
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.62779056

Minimum	0.1102743831
Maximum	118.6253613
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.1102743831
5-th percentile	1.791142477
Q1	7.074449173
median	11.87885748
Q3	21.20978109
95-th percentile	55.15779267
Maximum	118.6253613
Range	118.515087
Interquartile range (IQR)	14.13533192

Descriptive statistics

Standard deviation	16.75606613
Coefficient of variation (CV)	0.9505482875
Kurtosis	2.500654241
Mean	17.62779056
Median Absolute Deviation (MAD)	6.268383188
Skewness	1.678659123
Sum	916715.6203
Variance	280.7657521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.743290261	2	< 0.1%
9.582783813	2	< 0.1%
2.489471456	2	< 0.1%
2.507385245	2	< 0.1%
6.812770491	2	< 0.1%
3.530961408	2	< 0.1%
6.032666751	2	< 0.1%
2.950052058	2	< 0.1%
8.761473106	1	< 0.1%
4.467089238	1	< 0.1%
Other values (51986)	51986	> 99.9%

Value	Count	Frequency (%)
0.1102743831	1	< 0.1%
0.1249879115	1	< 0.1%
0.1408861281	1	< 0.1%
0.1455946503	1	< 0.1%
0.1495506089	1	< 0.1%

Value	Count	Frequency (%)
118.6253613	1	< 0.1%
115.5013912	1	< 0.1%
114.4409438	1	< 0.1%
114.1421814	1	< 0.1%
109.0460784	1	< 0.1%

usage_voice_d2nd_outgoing_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50432
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.89816868

Minimum	0
Maximum	110.9610616
Zeros	1268
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.772043203
Q1	7.923689088
median	14.2044256
Q3	20.95537814
95-th percentile	51.63980661
Maximum	110.9610616
Range	110.9610616
Interquartile range (IQR)	13.03168905

Descriptive statistics

Standard deviation	15.22468411
Coefficient of variation (CV)	0.8506280379
Kurtosis	3.030399724
Mean	17.89816868
Median Absolute Deviation (MAD)	6.447648842
Skewness	1.676692546
Sum	930776.3642
Variance	231.7910063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1268	2.4%
3.022724646	4	< 0.1%
3.7229491	4	< 0.1%
3.642770727	4	< 0.1%
5.163487194	4	< 0.1%
5.387986637	3	< 0.1%
3.672169464	3	< 0.1%
8.079307343	3	< 0.1%
0.1576841327	3	< 0.1%
5.262373853	3	< 0.1%
Other values (50422)	50705	97.5%

Value	Count	Frequency (%)
0	1268	2.4%
0.005345224838	2	< 0.1%
0.008017837257	1	< 0.1%
0.01069044968	1	< 0.1%
0.0133630621	1	< 0.1%

Value	Count	Frequency (%)
110.9610616	1	< 0.1%
108.3146211	1	< 0.1%
106.5708122	1	< 0.1%
106.2533662	1	< 0.1%
105.8460067	1	< 0.1%

usage_pack_data_total_w1_2
Real number (ℝ)

Distinct	48947
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1560.488805

Minimum	18.39
Maximum	7891.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	18.39
5-th percentile	734.9415
Q1	1039.9575
median	1383.07
Q3	1789.66
95-th percentile	3243.858
Maximum	7891.92
Range	7873.53
Interquartile range (IQR)	749.7025

Descriptive statistics

Standard deviation	788.4741163
Coefficient of variation (CV)	0.5052738051
Kurtosis	5.163121327
Mean	1560.488805
Median Absolute Deviation (MAD)	370.85
Skewness	1.960466391
Sum	81151659.82
Variance	621691.4321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1207.65	4	< 0.1%
1049.82	4	< 0.1%
1125.68	4	< 0.1%
1786.31	4	< 0.1%
1179.69	4	< 0.1%
1063.58	4	< 0.1%
1141.85	3	< 0.1%
831.05	3	< 0.1%
1327.41	3	< 0.1%
1038.55	3	< 0.1%
Other values (48937)	51968	99.9%

Value	Count	Frequency (%)
18.39	1	< 0.1%
40.68	1	< 0.1%
92.76	1	< 0.1%
126.45	1	< 0.1%
159.59	1	< 0.1%

Value	Count	Frequency (%)
7891.92	1	< 0.1%
7388.17	1	< 0.1%
7058.12	1	< 0.1%
7019.58	1	< 0.1%
6993.31	1	< 0.1%

usage_pack_data_total_w3_4
Real number (ℝ)

Zeros

Distinct	48119
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1101.037918

Minimum	0
Maximum	7627.75
Zeros	1181
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	68.4415
Q1	391.8175
median	914.76
Q3	1544.6475
95-th percentile	2885.1515
Maximum	7627.75
Range	7627.75
Interquartile range (IQR)	1152.83

Descriptive statistics

Standard deviation	916.0297645
Coefficient of variation (CV)	0.8319693167
Kurtosis	2.596326955
Mean	1101.037918
Median Absolute Deviation (MAD)	563.655
Skewness	1.384997624
Sum	57258375.9
Variance	839110.5294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1181	2.3%
1295.37	4	< 0.1%
155.97	4	< 0.1%
101.4	4	< 0.1%
628.04	4	< 0.1%
276.99	4	< 0.1%
174.01	4	< 0.1%
836.62	4	< 0.1%
798.07	4	< 0.1%
114.22	4	< 0.1%
Other values (48109)	50787	97.7%

Value	Count	Frequency (%)
0	1181	2.3%
0.02	1	< 0.1%
0.06	1	< 0.1%
0.16	1	< 0.1%
0.2	1	< 0.1%

Value	Count	Frequency (%)
7627.75	1	< 0.1%
7232.07	1	< 0.1%
7228.78	1	< 0.1%
7031.21	1	< 0.1%
6898.79	1	< 0.1%

usage_pack_data_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.87045227

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	9
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.740794737
Coefficient of variation (CV)	0.2521325395
Kurtosis	-1.126272906
Mean	10.87045227
Median Absolute Deviation (MAD)	3
Skewness	-0.2779853617
Sum	565307
Variance	7.51195579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16097	31.0%
8	7293	14.0%
9	6459	12.4%
10	5589	10.7%
13	4211	8.1%
11	3501	6.7%
12	3273	6.3%
7	3032	5.8%
6	1527	2.9%
5	682	1.3%
Other values (4)	340	0.7%

Value	Count	Frequency (%)
1	1	< 0.1%
2	15	< 0.1%
3	69	0.1%
4	255	0.5%
5	682	1.3%

Value	Count	Frequency (%)
14	16097	31.0%
13	4211	8.1%
12	3273	6.3%
11	3501	6.7%
10	5589	10.7%

usage_pack_data_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.183216676

Minimum	0
Maximum	14
Zeros	1181
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.35659658
Coefficient of variation (CV)	0.4672832147
Kurtosis	-0.3676788517
Mean	7.183216676
Median Absolute Deviation (MAD)	2
Skewness	-0.03108976439
Sum	373556
Variance	11.2667406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6887	13.2%
9	6425	12.4%
7	6048	11.6%
6	5714	11.0%
5	4159	8.0%
10	3895	7.5%
4	3366	6.5%
11	2689	5.2%
14	2648	5.1%
3	2500	4.8%
Other values (5)	7673	14.8%

Value	Count	Frequency (%)
0	1181	2.3%
1	2079	4.0%
2	1943	3.7%
3	2500	4.8%
4	3366	6.5%

Value	Count	Frequency (%)
14	2648	5.1%
13	1050	2.0%
12	1420	2.7%
11	2689	5.2%
10	3895	7.5%

usage_pack_data_avg_daily_w1_2
Real number (ℝ)

Distinct	48652
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111.4634861

Minimum	1.313571429
Maximum	563.7085714
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1.313571429
5-th percentile	52.49582143
Q1	74.28267857
median	98.79071429
Q3	127.8328571
95-th percentile	231.7041429
Maximum	563.7085714
Range	562.395
Interquartile range (IQR)	53.55017857

Descriptive statistics

Standard deviation	56.31957974
Coefficient of variation (CV)	0.5052738051
Kurtosis	5.163121327
Mean	111.4634861
Median Absolute Deviation (MAD)	26.48928571
Skewness	1.960466391
Sum	5796547.13
Variance	3171.895062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80.40571429	4	< 0.1%
84.26357143	4	< 0.1%
127.5935714	4	< 0.1%
66.09857143	4	< 0.1%
68.525	4	< 0.1%
74.98714286	4	< 0.1%
75.97	4	< 0.1%
71.74857143	4	< 0.1%
130.0778571	4	< 0.1%
86.26071429	4	< 0.1%
Other values (48642)	51964	99.9%

Value	Count	Frequency (%)
1.313571429	1	< 0.1%
2.905714286	1	< 0.1%
6.625714286	1	< 0.1%
9.032142857	1	< 0.1%
11.39928571	1	< 0.1%

Value	Count	Frequency (%)
563.7085714	1	< 0.1%
527.7264286	1	< 0.1%
504.1514286	1	< 0.1%
501.3985714	1	< 0.1%
499.5221429	1	< 0.1%

usage_pack_data_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	47954
Distinct (%)	92.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.64556559

Minimum	0
Maximum	544.8392857
Zeros	1181
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4.888678571
Q1	27.98696429
median	65.34
Q3	110.3319643
95-th percentile	206.08225
Maximum	544.8392857
Range	544.8392857
Interquartile range (IQR)	82.345

Descriptive statistics

Standard deviation	65.43069746
Coefficient of variation (CV)	0.8319693167
Kurtosis	2.596326955
Mean	78.64556559
Median Absolute Deviation (MAD)	40.26107143
Skewness	1.384997624
Sum	4089883.993
Variance	4281.17617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1181	2.3%
57.005	4	< 0.1%
7.242857143	4	< 0.1%
16.21714286	4	< 0.1%
11.14071429	4	< 0.1%
19.785	4	< 0.1%
75.87071429	4	< 0.1%
5.372142857	4	< 0.1%
92.52642857	4	< 0.1%
59.75857143	4	< 0.1%
Other values (47944)	50787	97.7%

Value	Count	Frequency (%)
0	1181	2.3%
0.001428571429	1	< 0.1%
0.004285714286	1	< 0.1%
0.01142857143	1	< 0.1%
0.01428571429	1	< 0.1%

Value	Count	Frequency (%)
544.8392857	1	< 0.1%
516.5764286	1	< 0.1%
516.3414286	1	< 0.1%
502.2292857	1	< 0.1%
492.7707143	1	< 0.1%

usage_pack_data_median_w1_2
Real number (ℝ)

Zeros

Distinct	27235
Distinct (%)	52.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.2123803

Minimum	0
Maximum	553.385
Zeros	2549
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.74075
Q1	68.265
median	95.37
Q3	116.04
95-th percentile	170.70475
Maximum	553.385
Range	553.385
Interquartile range (IQR)	47.775

Descriptive statistics

Standard deviation	51.19308065
Coefficient of variation (CV)	0.5492090266
Kurtosis	5.760066583
Mean	93.2123803
Median Absolute Deviation (MAD)	23.7325
Skewness	1.24311734
Sum	4847416.625
Variance	2620.731507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2549	4.9%
99.97	13	< 0.1%
98.85	12	< 0.1%
102.985	11	< 0.1%
100.06	10	< 0.1%
99.845	10	< 0.1%
106.505	10	< 0.1%
99.525	10	< 0.1%
102.82	9	< 0.1%
115.535	9	< 0.1%
Other values (27225)	49361	94.9%

Value	Count	Frequency (%)
0	2549	4.9%
0.015	1	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%

Value	Count	Frequency (%)
553.385	1	< 0.1%
530.725	1	< 0.1%
527.685	1	< 0.1%
515.545	1	< 0.1%
490.87	1	< 0.1%

usage_pack_data_median_w3_4
Real number (ℝ)

Zeros

Distinct	22787
Distinct (%)	43.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.05766729

Minimum	0
Maximum	684.335
Zeros	20942
Zeros (%)	40.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17.4175
Q3	92.21
95-th percentile	176.56275
Maximum	684.335
Range	684.335
Interquartile range (IQR)	92.21

Descriptive statistics

Standard deviation	65.63237049
Coefficient of variation (CV)	1.28545572
Kurtosis	2.214194502
Mean	51.05766729
Median Absolute Deviation (MAD)	17.4175
Skewness	1.403353387
Sum	2655202.93
Variance	4307.608056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20942	40.3%
2.015	7	< 0.1%
25.47	7	< 0.1%
17.655	7	< 0.1%
4.75	7	< 0.1%
1.245	6	< 0.1%
3.13	6	< 0.1%
6.415	6	< 0.1%
19.535	6	< 0.1%
69	6	< 0.1%
Other values (22777)	31004	59.6%

Value	Count	Frequency (%)
0	20942	40.3%
0.005	4	< 0.1%
0.01	2	< 0.1%
0.015	2	< 0.1%
0.02	3	< 0.1%

Value	Count	Frequency (%)
684.335	1	< 0.1%
582.52	1	< 0.1%
552.61	1	< 0.1%
535.12	1	< 0.1%
517.53	1	< 0.1%

usage_pack_data_std_dev_w1_2
Real number (ℝ)

Distinct	52003
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.98114052

Minimum	0.6078664725
Maximum	563.1358844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.6078664725
5-th percentile	9.208482313
Q1	35.36918605
median	58.98418363
Q3	105.3678949
95-th percentile	275.5414393
Maximum	563.1358844
Range	562.5280179
Interquartile range (IQR)	69.99870886

Descriptive statistics

Standard deviation	84.03618296
Coefficient of variation (CV)	0.9551613273
Kurtosis	2.56379923
Mean	87.98114052
Median Absolute Deviation (MAD)	31.12538403
Skewness	1.695622091
Sum	4575371.232
Variance	7062.080047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.80301262	2	< 0.1%
42.41244124	1	< 0.1%
64.7032135	1	< 0.1%
32.48747678	1	< 0.1%
59.65504465	1	< 0.1%
10.40494718	1	< 0.1%
35.48701468	1	< 0.1%
56.91346109	1	< 0.1%
69.13042908	1	< 0.1%
58.95806821	1	< 0.1%
Other values (51993)	51993	> 99.9%

Value	Count	Frequency (%)
0.6078664725	1	< 0.1%
0.6314904748	1	< 0.1%
0.6478099199	1	< 0.1%
0.6579772534	1	< 0.1%
0.6588622394	1	< 0.1%

Value	Count	Frequency (%)
563.1358844	1	< 0.1%
551.9131593	1	< 0.1%
537.8449702	1	< 0.1%
536.6235562	1	< 0.1%
532.6399398	1	< 0.1%

usage_pack_data_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50757
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.54824939

Minimum	0
Maximum	555.1840759
Zeros	1181
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	9.203815249
Q1	39.18146121
median	70.65728886
Q3	104.4320454
95-th percentile	260.699946
Maximum	555.1840759
Range	555.1840759
Interquartile range (IQR)	65.25058418

Descriptive statistics

Standard deviation	76.68880171
Coefficient of variation (CV)	0.8563964369
Kurtosis	3.021484864
Mean	89.54824939
Median Absolute Deviation (MAD)	32.3586535
Skewness	1.685803953
Sum	4656867.161
Variance	5881.172307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1181	2.3%
30.52657905	4	< 0.1%
12.29134452	3	< 0.1%
33.38092911	2	< 0.1%
9.984879998	2	< 0.1%
0.5051237472	2	< 0.1%
0.4222727622	2	< 0.1%
5.655247879	2	< 0.1%
2.824951327	2	< 0.1%
21.40762548	2	< 0.1%
Other values (50747)	50802	97.7%

Value	Count	Frequency (%)
0	1181	2.3%
0.005345224838	1	< 0.1%
0.01603567451	1	< 0.1%
0.04276179871	1	< 0.1%
0.05345224838	1	< 0.1%

Value	Count	Frequency (%)
555.1840759	1	< 0.1%
542.2459494	1	< 0.1%
522.3398828	1	< 0.1%
514.9514603	1	< 0.1%
511.6561651	1	< 0.1%

usage_pack_vas_total_w1_2
Real number (ℝ)

Distinct	39351
Distinct (%)	75.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	311.3432859

Minimum	24.53
Maximum	1402.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	24.53
5-th percentile	148.1315
Q1	207.1875
median	275.275
Q3	357.65
95-th percentile	645.631
Maximum	1402.59
Range	1378.06
Interquartile range (IQR)	150.4625

Descriptive statistics

Standard deviation	157.1322979
Coefficient of variation (CV)	0.5046914612
Kurtosis	5.22206809
Mean	311.3432859
Median Absolute Deviation (MAD)	73.735
Skewness	1.978527515
Sum	16191096.24
Variance	24690.55904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
260.76	7	< 0.1%
284.2	7	< 0.1%
212.75	7	< 0.1%
196.81	7	< 0.1%
353.36	7	< 0.1%
185.25	6	< 0.1%
269.91	6	< 0.1%
246.11	6	< 0.1%
259.15	6	< 0.1%
165.96	6	< 0.1%
Other values (39341)	51939	99.9%

Value	Count	Frequency (%)
24.53	1	< 0.1%
28.35	1	< 0.1%
32.41	1	< 0.1%
32.87	1	< 0.1%
35.31	1	< 0.1%

Value	Count	Frequency (%)
1402.59	1	< 0.1%
1378.91	1	< 0.1%
1375.43	1	< 0.1%
1371.98	1	< 0.1%
1370.27	1	< 0.1%

usage_pack_vas_total_w3_4
Real number (ℝ)

Zeros

Distinct	39547
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.842026

Minimum	0
Maximum	1492.95
Zeros	1194
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	13.55
Q1	79.36
median	183.145
Q3	308.4525
95-th percentile	572.0965
Maximum	1492.95
Range	1492.95
Interquartile range (IQR)	229.0925

Descriptive statistics

Standard deviation	181.8760035
Coefficient of variation (CV)	0.8273031632
Kurtosis	2.600656071
Mean	219.842026
Median Absolute Deviation (MAD)	112.115
Skewness	1.379761913
Sum	11432664.72
Variance	33078.88065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1194	2.3%
56.83	7	< 0.1%
22.53	7	< 0.1%
143.38	7	< 0.1%
68.81	6	< 0.1%
18.25	6	< 0.1%
13.7	6	< 0.1%
24.66	6	< 0.1%
10.28	6	< 0.1%
36.2	6	< 0.1%
Other values (39537)	50753	97.6%

Value	Count	Frequency (%)
0	1194	2.3%
0.03	1	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.07	1	< 0.1%

Value	Count	Frequency (%)
1492.95	1	< 0.1%
1478.11	1	< 0.1%
1370.39	1	< 0.1%
1328.79	1	< 0.1%
1320.8	1	< 0.1%

usage_pack_vas_active_days_w1_2
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.87149065

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	9
median	11
Q3	14
95-th percentile	14
Maximum	14
Range	13
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.744825796
Coefficient of variation (CV)	0.252479249
Kurtosis	-1.123379332
Mean	10.87149065
Median Absolute Deviation (MAD)	3
Skewness	-0.2799392627
Sum	565361
Variance	7.534068651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
14	16178	31.1%
8	7462	14.3%
9	6391	12.3%
10	5565	10.7%
13	4139	8.0%
11	3410	6.6%
12	3344	6.4%
7	2987	5.7%
6	1474	2.8%
5	695	1.3%
Other values (4)	359	0.7%

Value	Count	Frequency (%)
1	1	< 0.1%
2	15	< 0.1%
3	72	0.1%
4	271	0.5%
5	695	1.3%

Value	Count	Frequency (%)
14	16178	31.1%
13	4139	8.0%
12	3344	6.4%
11	3410	6.6%
10	5565	10.7%

usage_pack_vas_active_days_w3_4
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.199965387

Minimum	0
Maximum	14
Zeros	1194
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	7
Q3	9
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.355574525
Coefficient of variation (CV)	0.4660542578
Kurtosis	-0.3690625003
Mean	7.199965387
Median Absolute Deviation (MAD)	2
Skewness	-0.05787159893
Sum	374427
Variance	11.25988039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
8	6922	13.3%
9	6526	12.5%
7	6145	11.8%
6	5594	10.8%
5	4089	7.9%
10	3976	7.6%
4	3146	6.0%
11	2695	5.2%
14	2542	4.9%
3	2493	4.8%
Other values (5)	7876	15.1%

Value	Count	Frequency (%)
0	1194	2.3%
1	2119	4.1%
2	1974	3.8%
3	2493	4.8%
4	3146	6.0%

Value	Count	Frequency (%)
14	2542	4.9%
13	1102	2.1%
12	1487	2.9%
11	2695	5.2%
10	3976	7.6%

usage_pack_vas_avg_daily_w1_2
Real number (ℝ)

Distinct	38641
Distinct (%)	74.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.23880614

Minimum	1.752142857
Maximum	100.185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	1.752142857
5-th percentile	10.58082143
Q1	14.79910714
median	19.6625
Q3	25.54642857
95-th percentile	46.1165
Maximum	100.185
Range	98.43285714
Interquartile range (IQR)	10.74732143

Descriptive statistics

Standard deviation	11.22373556
Coefficient of variation (CV)	0.5046914612
Kurtosis	5.22206809
Mean	22.23880614
Median Absolute Deviation (MAD)	5.266785714
Skewness	1.978527515
Sum	1156506.874
Variance	125.97224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.53214286	7	< 0.1%
25.24	7	< 0.1%
15.19642857	7	< 0.1%
17.42428571	7	< 0.1%
14.05785714	7	< 0.1%
18.62571429	7	< 0.1%
16.05714286	7	< 0.1%
20.3	7	< 0.1%
19.36571429	6	< 0.1%
18.69142857	6	< 0.1%
Other values (38631)	51936	99.9%

Value	Count	Frequency (%)
1.752142857	1	< 0.1%
2.025	1	< 0.1%
2.315	1	< 0.1%
2.347857143	1	< 0.1%
2.522142857	1	< 0.1%

Value	Count	Frequency (%)
100.185	1	< 0.1%
98.49357143	1	< 0.1%
98.245	1	< 0.1%
97.99857143	1	< 0.1%
97.87642857	1	< 0.1%

usage_pack_vas_avg_daily_w3_4
Real number (ℝ)

Zeros

Distinct	38983
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.70300186

Minimum	0
Maximum	106.6392857
Zeros	1194
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9678571429
Q1	5.668571429
median	13.08178571
Q3	22.03232143
95-th percentile	40.86403571
Maximum	106.6392857
Range	106.6392857
Interquartile range (IQR)	16.36375

Descriptive statistics

Standard deviation	12.99114311
Coefficient of variation (CV)	0.8273031632
Kurtosis	2.600656071
Mean	15.70300186
Median Absolute Deviation (MAD)	8.008214286
Skewness	1.379761913
Sum	816618.9086
Variance	168.7697992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1194	2.3%
4.296428571	7	< 0.1%
10.24142857	7	< 0.1%
1.609285714	7	< 0.1%
4.059285714	7	< 0.1%
2.585714286	6	< 0.1%
4.390714286	6	< 0.1%
1.761428571	6	< 0.1%
0.7342857143	6	< 0.1%
0.9785714286	6	< 0.1%
Other values (38973)	50752	97.6%

Value	Count	Frequency (%)
0	1194	2.3%
0.002142857143	1	< 0.1%
0.004285714286	2	< 0.1%
0.005	1	< 0.1%
0.005	1	< 0.1%

Value	Count	Frequency (%)
106.6392857	1	< 0.1%
105.5792857	1	< 0.1%
97.885	1	< 0.1%
94.91357143	1	< 0.1%
94.34285714	1	< 0.1%

usage_pack_vas_median_w1_2
Real number (ℝ)

Zeros

Distinct	10896
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.66275969

Minimum	0
Maximum	113.87
Zeros	2528
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.18075
Q1	13.68
median	19.085
Q3	23.17
95-th percentile	33.86
Maximum	113.87
Range	113.87
Interquartile range (IQR)	9.49

Descriptive statistics

Standard deviation	10.25021569
Coefficient of variation (CV)	0.5492336534
Kurtosis	6.68212132
Mean	18.66275969
Median Absolute Deviation (MAD)	4.725
Skewness	1.343488249
Sum	970538.155
Variance	105.0669216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2528	4.9%
20.18	29	0.1%
20.205	29	0.1%
19.945	28	0.1%
19.975	28	0.1%
20.03	27	0.1%
20.765	27	0.1%
20.455	27	0.1%
20.375	27	0.1%
20.68	27	0.1%
Other values (10886)	49227	94.7%

Value	Count	Frequency (%)
0	2528	4.9%
0.005	1	< 0.1%
0.015	2	< 0.1%
0.02	2	< 0.1%
0.025	1	< 0.1%

Value	Count	Frequency (%)
113.87	1	< 0.1%
111.585	1	< 0.1%
108.495	1	< 0.1%
107.485	1	< 0.1%
104.55	1	< 0.1%

usage_pack_vas_median_w3_4
Real number (ℝ)

Zeros

Distinct	10863
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.30278748

Minimum	0
Maximum	122.48
Zeros	20609
Zeros (%)	39.6%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.74
Q3	18.65
95-th percentile	35.19925
Maximum	122.48
Range	122.48
Interquartile range (IQR)	18.65

Descriptive statistics

Standard deviation	13.05063182
Coefficient of variation (CV)	1.266708825
Kurtosis	1.807697489
Mean	10.30278748
Median Absolute Deviation (MAD)	3.74
Skewness	1.339207451
Sum	535786.16
Variance	170.3189909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20609	39.6%
0.07	18	< 0.1%
0.49	17	< 0.1%
0.09	17	< 0.1%
0.265	17	< 0.1%
2.185	16	< 0.1%
0.8	16	< 0.1%
0.04	15	< 0.1%
0.035	15	< 0.1%
0.01	15	< 0.1%
Other values (10853)	31249	60.1%

Value	Count	Frequency (%)
0	20609	39.6%
0.005	4	< 0.1%
0.01	15	< 0.1%
0.015	9	< 0.1%
0.02	10	< 0.1%

Value	Count	Frequency (%)
122.48	1	< 0.1%
110.595	1	< 0.1%
107.35	1	< 0.1%
97.735	1	< 0.1%
96.65	1	< 0.1%

usage_pack_vas_std_dev_w1_2
Real number (ℝ)

Distinct	52003
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.50817496

Minimum	0.1202469985
Maximum	124.1832911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0.1202469985
5-th percentile	1.76312185
Q1	6.968485367
median	11.81755432
Q3	20.92332676
95-th percentile	55.07734712
Maximum	124.1832911
Range	124.0630441
Interquartile range (IQR)	13.95484139

Descriptive statistics

Standard deviation	16.72674809
Coefficient of variation (CV)	0.9553678857
Kurtosis	2.552472824
Mean	17.50817496
Median Absolute Deviation (MAD)	6.209479373
Skewness	1.693987936
Sum	910495.1304
Variance	279.7841017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.62739924	2	< 0.1%
10.31420284	1	< 0.1%
11.09459704	1	< 0.1%
30.76853998	1	< 0.1%
33.93090076	1	< 0.1%
16.27030358	1	< 0.1%
26.40659929	1	< 0.1%
11.77641319	1	< 0.1%
1.418526747	1	< 0.1%
21.72024852	1	< 0.1%
Other values (51993)	51993	> 99.9%

Value	Count	Frequency (%)
0.1202469985	1	< 0.1%
0.1385184559	1	< 0.1%
0.1393785264	1	< 0.1%
0.1395439983	1	< 0.1%
0.1409641058	1	< 0.1%

Value	Count	Frequency (%)
124.1832911	1	< 0.1%
115.9130612	1	< 0.1%
109.5156023	1	< 0.1%
109.0711755	1	< 0.1%
104.9602652	1	< 0.1%

usage_pack_vas_std_dev_w3_4
Real number (ℝ)

Zeros

Distinct	50472
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.88416135

Minimum	0
Maximum	118.1984427
Zeros	1194
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.863045846
Q1	7.924281184
median	14.17564398
Q3	20.88635763
95-th percentile	51.63386097
Maximum	118.1984427
Range	118.1984427
Interquartile range (IQR)	12.96207645

Descriptive statistics

Standard deviation	15.24297655
Coefficient of variation (CV)	0.8523171008
Kurtosis	3.163812732
Mean	17.88416135
Median Absolute Deviation (MAD)	6.409240378
Skewness	1.705402529
Sum	930047.9268
Variance	232.3483341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1194	2.3%
4.498006701	4	< 0.1%
0.09621404709	4	< 0.1%
6.138990727	4	< 0.1%
5.390659249	4	< 0.1%
3.06014122	4	< 0.1%
0.5665938329	4	< 0.1%
1.023610557	3	< 0.1%
3.036087708	3	< 0.1%
5.147451519	3	< 0.1%
Other values (50462)	50777	97.6%

Value	Count	Frequency (%)
0	1194	2.3%
0.008017837257	1	< 0.1%
0.01603567451	2	< 0.1%
0.0160527975	1	< 0.1%
0.01870828693	1	< 0.1%

Value	Count	Frequency (%)
118.1984427	1	< 0.1%
116.2310943	1	< 0.1%
113.5345864	1	< 0.1%
107.0410471	1	< 0.1%
106.7609595	1	< 0.1%

total_data_w1_2
Real number (ℝ)

Distinct	50638
Distinct (%)	97.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5917.856827

Minimum	2182.62
Maximum	16155.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	2182.62
5-th percentile	3980.9645
Q1	4864.3825
median	5656.97
Q3	6709.345
95-th percentile	8724.551
Maximum	16155.17
Range	13972.55
Interquartile range (IQR)	1844.9625

Descriptive statistics

Standard deviation	1477.240298
Coefficient of variation (CV)	0.2496242037
Kurtosis	1.581035604
Mean	5917.856827
Median Absolute Deviation (MAD)	890.7
Skewness	1.023689749
Sum	307752226.4
Variance	2182238.899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5395.81	4	< 0.1%
6668.77	4	< 0.1%
4318.54	4	< 0.1%
5899.33	4	< 0.1%
4751.24	3	< 0.1%
4454.09	3	< 0.1%
5573.26	3	< 0.1%
4790.42	3	< 0.1%
3976.9	3	< 0.1%
4912.26	3	< 0.1%
Other values (50628)	51970	99.9%

Value	Count	Frequency (%)
2182.62	1	< 0.1%
2357.9	1	< 0.1%
2467.98	1	< 0.1%
2534.05	1	< 0.1%
2564.52	1	< 0.1%

Value	Count	Frequency (%)
16155.17	1	< 0.1%
15925.34	1	< 0.1%
15696.84	1	< 0.1%
15535.44	1	< 0.1%
14407.27	1	< 0.1%

total_data_w3_4
Real number (ℝ)

Distinct	50973
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4179.323886

Minimum	224.88
Maximum	14565.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	224.88
5-th percentile	1550.4995
Q1	2896.4075
median	4004.535
Q3	5262.9925
95-th percentile	7391.4085
Maximum	14565.76
Range	14340.88
Interquartile range (IQR)	2366.585

Descriptive statistics

Standard deviation	1790.227737
Coefficient of variation (CV)	0.4283534336
Kurtosis	0.5812140901
Mean	4179.323886
Median Absolute Deviation (MAD)	1176.095
Skewness	0.6326034771
Sum	217341559.4
Variance	3204915.35
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2777.63	3	< 0.1%
4949.51	3	< 0.1%
4008.42	3	< 0.1%
4997.96	3	< 0.1%
3345.08	3	< 0.1%
3409.51	3	< 0.1%
4803.71	3	< 0.1%
3774.25	3	< 0.1%
3278.54	3	< 0.1%
4435.71	3	< 0.1%
Other values (50963)	51974	99.9%

Value	Count	Frequency (%)
224.88	1	< 0.1%
246.36	1	< 0.1%
248.37	1	< 0.1%
260.46	1	< 0.1%
291.3	1	< 0.1%

Value	Count	Frequency (%)
14565.76	1	< 0.1%
13806.64	1	< 0.1%
13678.74	1	< 0.1%
13347.86	1	< 0.1%
13149.1	1	< 0.1%

total_spend_w1_2
Real number (ℝ)

Distinct	49054
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1871.832091

Minimum	263.42
Maximum	8145.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	263.42
5-th percentile	1000.366
Q1	1335.79
median	1699.515
Q3	2113.9475
95-th percentile	3558.3765
Maximum	8145.94
Range	7882.52
Interquartile range (IQR)	778.1575

Descriptive statistics

Standard deviation	804.9172517
Coefficient of variation (CV)	0.4300157346
Kurtosis	4.741405108
Mean	1871.832091
Median Absolute Deviation (MAD)	384.095
Skewness	1.853496513
Sum	97342756.06
Variance	647891.7821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2080.52	4	< 0.1%
1178.04	4	< 0.1%
1328.79	4	< 0.1%
1616.54	4	< 0.1%
1568.65	4	< 0.1%
1297.24	3	< 0.1%
1852.8	3	< 0.1%
1305.53	3	< 0.1%
1725.52	3	< 0.1%
1963.7	3	< 0.1%
Other values (49044)	51969	99.9%

Value	Count	Frequency (%)
263.42	1	< 0.1%
273.28	1	< 0.1%
287.58	1	< 0.1%
310.8	1	< 0.1%
336.17	1	< 0.1%

Value	Count	Frequency (%)
8145.94	1	< 0.1%
7614.76	1	< 0.1%
7374.89	1	< 0.1%
7337.72	1	< 0.1%
7257.56	1	< 0.1%

total_spend_w3_4
Real number (ℝ)

Distinct	49583
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1320.879944

Minimum	0
Maximum	7670.99
Zeros	27
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	204.7845
Q1	610.1225
median	1137.85
Q3	1791.7475
95-th percentile	3139.7965
Maximum	7670.99
Range	7670.99
Interquartile range (IQR)	1181.625

Descriptive statistics

Standard deviation	939.9519332
Coefficient of variation (CV)	0.711610421
Kurtosis	2.348743347
Mean	1320.879944
Median Absolute Deviation (MAD)	573.59
Skewness	1.299190751
Sum	68691040.62
Variance	883509.6367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	0.1%
454.92	4	< 0.1%
652.64	3	< 0.1%
1026.53	3	< 0.1%
930.51	3	< 0.1%
1733.13	3	< 0.1%
483.58	3	< 0.1%
365.84	3	< 0.1%
979.96	3	< 0.1%
408.62	3	< 0.1%
Other values (49573)	51949	99.9%

Value	Count	Frequency (%)
0	27	0.1%
0.02	1	< 0.1%
0.36	1	< 0.1%
1.08	1	< 0.1%
1.56	1	< 0.1%

Value	Count	Frequency (%)
7670.99	1	< 0.1%
7476.19	1	< 0.1%
7416.6	1	< 0.1%
7355.2	1	< 0.1%
7020.66	1	< 0.1%

video_data_w1_2
Real number (ℝ)

Distinct	49623
Distinct (%)	95.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2879.346009

Minimum	838.47
Maximum	11649.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	838.47
5-th percentile	1636.9035
Q1	2144.5475
median	2645.52
Q3	3292.1525
95-th percentile	5045.768
Maximum	11649.6
Range	10811.13
Interquartile range (IQR)	1147.605

Descriptive statistics

Standard deviation	1076.730774
Coefficient of variation (CV)	0.3739497688
Kurtosis	3.523674233
Mean	2879.346009
Median Absolute Deviation (MAD)	555.725
Skewness	1.559156184
Sum	149737509.8
Variance	1159349.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2046.11	4	< 0.1%
2506.33	4	< 0.1%
2382.08	4	< 0.1%
2238.37	3	< 0.1%
2656.76	3	< 0.1%
1704.23	3	< 0.1%
2412.71	3	< 0.1%
2974.03	3	< 0.1%
2042.37	3	< 0.1%
2368.45	3	< 0.1%
Other values (49613)	51971	99.9%

Value	Count	Frequency (%)
838.47	1	< 0.1%
846.85	1	< 0.1%
849.17	1	< 0.1%
887.47	1	< 0.1%
889.22	1	< 0.1%

Value	Count	Frequency (%)
11649.6	1	< 0.1%
10933.44	1	< 0.1%
10455.88	1	< 0.1%
10406.83	1	< 0.1%
10067.15	1	< 0.1%

video_data_w3_4
Real number (ℝ)

Distinct	50213
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2025.400491

Minimum	0
Maximum	10468.18
Zeros	49
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	391.312
Q1	1086.5625
median	1821.42
Q3	2711
95-th percentile	4402.468
Maximum	10468.18
Range	10468.18
Interquartile range (IQR)	1624.4375

Descriptive statistics

Standard deviation	1258.892332
Coefficient of variation (CV)	0.6215522995
Kurtosis	1.540652702
Mean	2025.400491
Median Absolute Deviation (MAD)	797.345
Skewness	1.043763756
Sum	105328927.1
Variance	1584809.905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	0.1%
1199.91	4	< 0.1%
2160.63	4	< 0.1%
1190.98	3	< 0.1%
1465.54	3	< 0.1%
1098.89	3	< 0.1%
2323.87	3	< 0.1%
2078.42	3	< 0.1%
811.71	3	< 0.1%
2016.3	3	< 0.1%
Other values (50203)	51926	99.9%

Value	Count	Frequency (%)
0	49	0.1%
0.77	1	< 0.1%
1.16	1	< 0.1%
4.67	1	< 0.1%
5.69	1	< 0.1%

Value	Count	Frequency (%)
10468.18	1	< 0.1%
10173.76	1	< 0.1%
10006.96	1	< 0.1%
9860.78	1	< 0.1%
9728.07	1	< 0.1%

messaging_data_w1_2
Real number (ℝ)

Distinct	32052
Distinct (%)	61.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	155.851283

Minimum	19.39
Maximum	770.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	19.39
5-th percentile	73.38
Q1	103.9
median	138.08
Q3	179.32
95-th percentile	321.8185
Maximum	770.68
Range	751.29
Interquartile range (IQR)	75.42

Descriptive statistics

Standard deviation	78.41453062
Coefficient of variation (CV)	0.5031368952
Kurtosis	5.351149408
Mean	155.851283
Median Absolute Deviation (MAD)	37.155
Skewness	1.973732852
Sum	8104890.12
Variance	6148.838613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129.52	10	< 0.1%
95.25	9	< 0.1%
95.72	9	< 0.1%
181.48	9	< 0.1%
143.28	8	< 0.1%
129.25	8	< 0.1%
90.25	8	< 0.1%
101.26	8	< 0.1%
98.22	8	< 0.1%
96.92	8	< 0.1%
Other values (32042)	51919	99.8%

Value	Count	Frequency (%)
19.39	1	< 0.1%
21.27	1	< 0.1%
23.45	1	< 0.1%
25.14	1	< 0.1%
25.36	1	< 0.1%

Value	Count	Frequency (%)
770.68	1	< 0.1%
733.98	1	< 0.1%
728.32	1	< 0.1%
709.48	1	< 0.1%
703.42	1	< 0.1%

messaging_data_w3_4
Real number (ℝ)

Zeros

Distinct	32700
Distinct (%)	62.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110.2410359

Minimum	0
Maximum	737.14
Zeros	1256
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	6.5915
Q1	40.09
median	91.86
Q3	154.7325
95-th percentile	285.97
Maximum	737.14
Range	737.14
Interquartile range (IQR)	114.6425

Descriptive statistics

Standard deviation	90.64409119
Coefficient of variation (CV)	0.8222354812
Kurtosis	2.465328814
Mean	110.2410359
Median Absolute Deviation (MAD)	56.33
Skewness	1.346064338
Sum	5732974.83
Variance	8216.351268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1256	2.4%
9.95	10	< 0.1%
21.64	9	< 0.1%
19.86	9	< 0.1%
8.33	8	< 0.1%
17.98	8	< 0.1%
19.27	8	< 0.1%
65.11	8	< 0.1%
10.39	8	< 0.1%
10.83	8	< 0.1%
Other values (32690)	50672	97.4%

Value	Count	Frequency (%)
0	1256	2.4%
0.01	2	< 0.1%
0.02	1	< 0.1%
0.03	2	< 0.1%
0.04	4	< 0.1%

Value	Count	Frequency (%)
737.14	1	< 0.1%
731.45	1	< 0.1%
705.71	1	< 0.1%
695.43	1	< 0.1%
694.01	1	< 0.1%

data_usage_change_2wk
Real number (ℝ)

Unique

Distinct	52004
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2912494551

Minimum	-0.9382821763
Maximum	1.514833163
Zeros	0
Zeros (%)	0.0%
Negative	44916
Negative (%)	86.4%
Memory size	406.4 KiB

Quantile statistics

Minimum	-0.9382821763
5-th percentile	-0.6878135056
Q1	-0.4822556154
median	-0.3130854936
Q3	-0.1260178437
95-th percentile	0.1801315764
Maximum	1.514833163
Range	2.45311534
Interquartile range (IQR)	0.3562377716

Descriptive statistics

Standard deviation	0.2662744408
Coefficient of variation (CV)	-0.9142487173
Kurtosis	0.550467005
Mean	-0.2912494551
Median Absolute Deviation (MAD)	0.1772177779
Skewness	0.5569309246
Sum	-15146.13667
Variance	0.07090207781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2592923623	1	< 0.1%
0.04543945745	1	< 0.1%
-0.4634401699	1	< 0.1%
-0.7937780165	1	< 0.1%
0.1131615719	1	< 0.1%
-0.524423757	1	< 0.1%
-0.5024179707	1	< 0.1%
-0.3709852373	1	< 0.1%
-0.1647475137	1	< 0.1%
-0.432241442	1	< 0.1%
Other values (51994)	51994	> 99.9%

Value	Count	Frequency (%)
-0.9382821763	1	< 0.1%
-0.9370747197	1	< 0.1%
-0.936242566	1	< 0.1%
-0.9335795843	1	< 0.1%
-0.9318668728	1	< 0.1%

Value	Count	Frequency (%)
1.514833163	1	< 0.1%
1.318297105	1	< 0.1%
1.24443698	1	< 0.1%
1.197771927	1	< 0.1%
1.100207049	1	< 0.1%

spend_change_2wk
Real number (ℝ)

Unique

Distinct	52004
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2769093209

Minimum	-1
Maximum	6.394325341
Zeros	1
Zeros (%)	< 0.1%
Negative	38930
Negative (%)	74.9%
Memory size	406.4 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.8619737246
Q1	-0.6313505759
median	-0.3587673066
Q3	0.002371799433
95-th percentile	0.5227927095
Maximum	6.394325341
Range	7.394325341
Interquartile range (IQR)	0.6337223753

Descriptive statistics

Standard deviation	0.4649944297
Coefficient of variation (CV)	-1.679229967
Kurtosis	6.122371393
Mean	-0.2769093209
Median Absolute Deviation (MAD)	0.3059948431
Skewness	1.39458356
Sum	-14400.39232
Variance	0.2162198196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4471201606	1	< 0.1%
-0.1743070164	1	< 0.1%
-0.8393452236	1	< 0.1%
-0.5086663667	1	< 0.1%
0.1766954541	1	< 0.1%
-0.8084989212	1	< 0.1%
-0.773086524	1	< 0.1%
-0.1062587576	1	< 0.1%
0.1400700388	1	< 0.1%
-0.6756019312	1	< 0.1%
Other values (51994)	51994	> 99.9%

Value	Count	Frequency (%)
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%

Value	Count	Frequency (%)
6.394325341	1	< 0.1%
6.208376714	1	< 0.1%
5.293660473	1	< 0.1%
5.020302353	1	< 0.1%
4.964253276	1	< 0.1%

video_data_change_2wk
Real number (ℝ)

Distinct	52000
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2847351904

Minimum	-1
Maximum	3.061199357
Zeros	0
Zeros (%)	0.0%
Negative	40550
Negative (%)	78.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.8291643764
Q1	-0.580272908
median	-0.3419931344
Q3	-0.04648750747
95-th percentile	0.4304705923
Maximum	3.061199357
Range	4.061199357
Interquartile range (IQR)	0.5337854005

Descriptive statistics

Standard deviation	0.3995752948
Coefficient of variation (CV)	-1.403322484
Kurtosis	1.813930113
Mean	-0.2847351904
Median Absolute Deviation (MAD)	0.2619991759
Skewness	0.9305360007
Sum	-14807.36884
Variance	0.1596604162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	2	< 0.1%
-1	2	< 0.1%
-1	2	< 0.1%
-1	2	< 0.1%
-0.5309338057	1	< 0.1%
0.6208497222	1	< 0.1%
-0.3780146279	1	< 0.1%
-0.287024854	1	< 0.1%
-0.4333307936	1	< 0.1%
-0.1162615019	1	< 0.1%
Other values (51990)	51990	> 99.9%

Value	Count	Frequency (%)
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%

Value	Count	Frequency (%)
3.061199357	1	< 0.1%
2.945339487	1	< 0.1%
2.940220106	1	< 0.1%
2.936407012	1	< 0.1%
2.6535492	1	< 0.1%

messaging_data_change_2wk
Real number (ℝ)

Distinct	51861
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2634788244

Minimum	-1
Maximum	11.36764222
Zeros	0
Zeros (%)	0.0%
Negative	37441
Negative (%)	72.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.9438587599
Q1	-0.6988463733
median	-0.3680959575
Q3	0.06487681631
95-th percentile	0.6936193008
Maximum	11.36764222
Range	12.36764222
Interquartile range (IQR)	0.7637231896

Descriptive statistics

Standard deviation	0.5665586139
Coefficient of variation (CV)	-2.150300371
Kurtosis	11.10446385
Mean	-0.2634788244
Median Absolute Deviation (MAD)	0.3681288093
Skewness	1.7365576
Sum	-13701.95279
Variance	0.3209886629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
-1	3	< 0.1%
Other values (51851)	51974	99.9%

Value	Count	Frequency (%)
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%
-1	1	< 0.1%

Value	Count	Frequency (%)
11.36764222	1	< 0.1%
8.398104265	1	< 0.1%
8.257142857	1	< 0.1%
6.653377926	1	< 0.1%
5.923188669	1	< 0.1%

pct_data_on_video_w3_4
Real number (ℝ)

Distinct	51956
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4764713489

Minimum	0
Maximum	0.9876583282
Zeros	49
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1551494872
Q1	0.3386659577
median	0.4774459807
Q3	0.6159403774
95-th percentile	0.791704193
Maximum	0.9876583282
Range	0.9876583282
Interquartile range (IQR)	0.2772744197

Descriptive statistics

Standard deviation	0.1914975659
Coefficient of variation (CV)	0.40190783
Kurtosis	-0.5581796596
Mean	0.4764713489
Median Absolute Deviation (MAD)	0.1386353296
Skewness	-0.02558104605
Sum	24778.41603
Variance	0.03667131774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	0.1%
0.4915133526	1	< 0.1%
0.1857432806	1	< 0.1%
0.400514038	1	< 0.1%
0.6398584812	1	< 0.1%
0.4786257151	1	< 0.1%
0.7355855947	1	< 0.1%
0.5469804809	1	< 0.1%
0.7401583725	1	< 0.1%
0.305755637	1	< 0.1%
Other values (51946)	51946	99.9%

Value	Count	Frequency (%)
0	49	0.1%
0.0005265403575	1	< 0.1%
0.0009646946804	1	< 0.1%
0.001248089301	1	< 0.1%
0.001994629574	1	< 0.1%

Value	Count	Frequency (%)
0.9876583282	1	< 0.1%
0.9824748785	1	< 0.1%
0.9811827591	1	< 0.1%
0.9785050786	1	< 0.1%
0.9777838371	1	< 0.1%

pct_data_on_messaging_w3_4
Real number (ℝ)

Zeros

Distinct	50749
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03105740039

Minimum	0
Maximum	0.5580302023
Zeros	1256
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001672257068
Q1	0.01041137396
median	0.02274572985
Q3	0.04097598047
95-th percentile	0.08857853418
Maximum	0.5580302023
Range	0.5580302023
Interquartile range (IQR)	0.03056460651

Descriptive statistics

Standard deviation	0.03186273645
Coefficient of variation (CV)	1.025930569
Kurtosis	18.34838587
Mean	0.03105740039
Median Absolute Deviation (MAD)	0.01425455892
Skewness	3.066505842
Sum	1615.10905
Variance	0.001015233974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1256	2.4%
0.02720746024	1	< 0.1%
0.06091671726	1	< 0.1%
0.02956019849	1	< 0.1%
0.01922021142	1	< 0.1%
0.05436141221	1	< 0.1%
0.01033185652	1	< 0.1%
0.1049073225	1	< 0.1%
0.01388359268	1	< 0.1%
0.06594523637	1	< 0.1%
Other values (50739)	50739	97.6%

Value	Count	Frequency (%)
0	1256	2.4%
2.083498277 × 10^-6	1	< 0.1%
3.091381229 × 10^-6	1	< 0.1%
7.249686451 × 10^-6	1	< 0.1%
7.348708464 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.5580302023	1	< 0.1%
0.5032076778	1	< 0.1%
0.4736640624	1	< 0.1%
0.4704204009	1	< 0.1%
0.4582679087	1	< 0.1%

pct_spend_on_vas_w3_4
Real number (ℝ)

Zeros

Distinct	50762
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2433102251

Minimum	0
Maximum	1
Zeros	1194
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01147924106
Q1	0.07409892415
median	0.1661385948
Q3	0.3316686024
95-th percentile	0.7746455353
Maximum	1
Range	1
Interquartile range (IQR)	0.2575696783

Descriptive statistics

Standard deviation	0.2352295302
Coefficient of variation (CV)	0.9667885108
Kurtosis	1.758796006
Mean	0.2433102251
Median Absolute Deviation (MAD)	0.1107615872
Skewness	1.490876548
Sum	12653.10494
Variance	0.05533293186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1194	2.3%
1	3	< 0.1%
1	2	< 0.1%
1	2	< 0.1%
1	2	< 0.1%
1	2	< 0.1%
1	2	< 0.1%
1	2	< 0.1%
1	2	< 0.1%
1	2	< 0.1%
Other values (50752)	50791	97.7%

Value	Count	Frequency (%)
0	1194	2.3%
5.410297271 × 10^-5	1	< 0.1%
7.120985544 × 10^-5	1	< 0.1%
7.287326015 × 10^-5	1	< 0.1%
9.585627037 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
1	1	< 0.1%
1	1	< 0.1%
1	1	< 0.1%
1	1	< 0.1%

distinct_services_w1_2
Real number (ℝ)

Skewed

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.99994231

Minimum	11
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	11
5-th percentile	12
Q1	12
median	12
Q3	12
95-th percentile	12
Maximum	12
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.007595107078
Coefficient of variation (CV)	0.0006329286325
Kurtosis	17331.33314
Mean	11.99994231
Median Absolute Deviation (MAD)	0
Skewness	-131.6535856
Sum	624045
Variance	5.768565153 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
12	52001	> 99.9%
11	3	< 0.1%

Value	Count	Frequency (%)
11	3	< 0.1%
12	52001	> 99.9%

Value	Count	Frequency (%)
12	52001	> 99.9%
11	3	< 0.1%

distinct_services_w3_4
Real number (ℝ)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.71557957

Minimum	8
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	8
5-th percentile	11
Q1	12
median	12
Q3	12
95-th percentile	12
Maximum	12
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5376814564
Coefficient of variation (CV)	0.04589456742
Kurtosis	3.721671606
Mean	11.71557957
Median Absolute Deviation (MAD)	0
Skewness	-1.916358416
Sum	609257
Variance	0.2891013486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
12	39221	75.4%
11	10980	21.1%
10	1610	3.1%
9	181	0.3%
8	12	< 0.1%

Value	Count	Frequency (%)
8	12	< 0.1%
9	181	0.3%
10	1610	3.1%
11	10980	21.1%
12	39221	75.4%

Value	Count	Frequency (%)
12	39221	75.4%
11	10980	21.1%
10	1610	3.1%
9	181	0.3%
8	12	< 0.1%

change_in_distinct_services
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2843627413

Minimum	-4
Maximum	1
Zeros	39221
Zeros (%)	75.4%
Negative	12782
Negative (%)	24.6%
Memory size	406.4 KiB

Quantile statistics

Minimum	-4
5-th percentile	-1
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5376583229
Coefficient of variation (CV)	-1.890748135
Kurtosis	3.722283624
Mean	-0.2843627413
Median Absolute Deviation (MAD)	0
Skewness	-1.916040767
Sum	-14788
Variance	0.2890764722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	39221	75.4%
-1	10980	21.1%
-2	1609	3.1%
-3	181	0.3%
-4	12	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
-4	12	< 0.1%
-3	181	0.3%
-2	1609	3.1%
-1	10980	21.1%
0	39221	75.4%

Value	Count	Frequency (%)
1	1	< 0.1%
0	39221	75.4%
-1	10980	21.1%
-2	1609	3.1%
-3	181	0.3%

churn
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.231174525

Minimum	0
Maximum	1
Zeros	39982
Zeros (%)	76.9%
Negative	0
Negative (%)	0.0%
Memory size	406.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4215878103
Coefficient of variation (CV)	1.823677631
Kurtosis	-0.3734990773
Mean	0.231174525
Median Absolute Deviation (MAD)	0
Skewness	1.275349085
Sum	12022
Variance	0.1777362818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	39982	76.9%
1	12022	23.1%

Value	Count	Frequency (%)
0	39982	76.9%
1	12022	23.1%

Value	Count	Frequency (%)
1	12022	23.1%
0	39982	76.9%

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)